RRepoGEO

REPOGEO REPORT · LITE

elfvingralf/macOSpilot-ai-assistant

Default branch main · commit d5c4178e · scanned 6/20/2026, 5:28:08 PM

GitHub: 1,158 stars · 47 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 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 elfvingralf/macOSpilot-ai-assistant, 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

2 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 sentence for clarity

    Why:

    CURRENT
    # macOSpilot: your personal macOS AI assistant

macOSpilot answers your questions about anything, in any application. No need to reach for another window. Simply use a keyboard shortcut to trigger the assistant, speak or type your question, and it will give the answer in context and in audio within seconds. Behind the scenes macOSpilot takes a screenshot of your active window when triggered, and sends it to OpenAI GPT Vision along with a transcript of your question. It's answer will be displayed in text, and converted into audio using OpenAI TTS (text to speech).
    COPY-PASTE FIX
    macOSpilot is an open-source, voice and vision-powered AI assistant for macOS that provides in-context answers about any application, using screenshots and audio, directly within your workflow.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. Choose a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that best suits your project's goals and community expectations.

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 elfvingralf/macOSpilot-ai-assistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Raycast AI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Raycast AI · recommended 2×
  2. Voice Control · recommended 2×
  3. ChatGPT · recommended 1×
  4. Whisper API · recommended 1×
  5. SFSpeechRecognizer · recommended 1×
  • CATEGORY QUERY
    How to get an AI assistant that understands macOS app context via vision and voice?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Whisper API
    3. SFSpeechRecognizer
    4. GPT-4o Vision API
    5. AppleScript
    6. JavaScript for Automation (JXA)
    7. AXUIElement
    8. Raycast AI
    9. GPT-4
    10. Keyboard Maestro
    11. GPT-4o Vision
    12. Voice Control
    13. Shortcuts

    AI recommended 13 alternatives but never named elfvingralf/macOSpilot-ai-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a desktop AI assistant that takes voice input and provides audio answers across apps.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Desktop App
    2. Microsoft Copilot
    3. Google Gemini
    4. Raycast AI
    5. Voice Control
    6. SpeechRecognition
    7. pyttsx3
    8. gTTS
    9. OpenAI API
    10. Google Gemini API

    AI recommended 10 alternatives but never named elfvingralf/macOSpilot-ai-assistant. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 elfvingralf/macOSpilot-ai-assistant?
    pass
    AI did not name elfvingralf/macOSpilot-ai-assistant — 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?

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