RRepoGEO

REPOGEO REPORT · LITE

elfvingralf/macOSpilot-ai-assistant

Default branch main · commit d5c4178e · scanned 5/10/2026, 6:08:08 PM

GitHub: 1,158 stars · 48 forks

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
  • highlicense#1
    Add a LICENSE file to the repository root

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root and populate it with the text of a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • mediumhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    Set the 'Homepage' field in the repository settings to a URL for a dedicated project page or demo.

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. GPT-4o · recommended 1×
  3. gTTS · recommended 1×
  4. OpenAI GPT-4 Vision API · recommended 1×
  5. ElevenLabs · recommended 1×
  • CATEGORY QUERY
    How to get an AI assistant that understands my macOS screen content and speaks answers?
    you: not recommended
    AI recommended (in order):
    1. GPT-4o
    2. gTTS
    3. OpenAI GPT-4 Vision API
    4. ElevenLabs
    5. LLaVA
    6. Ollama
    7. Raycast AI
    8. Raycast
    9. Screen AI extension
    10. Google Bard
    11. Gemini

    AI recommended 11 alternatives but never named elfvingralf/macOSpilot-ai-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a voice-activated AI tool to answer questions about active macOS applications.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Zapier
    3. IFTTT
    4. Raycast AI
    5. Siri
    6. Shortcuts
    7. SpeechRecognition (Uberi/speech_recognition)
    8. AppKit
    9. psutil (giampaolo/psutil)
    10. OpenAI GPT-4
    11. Google Gemini Pro
    12. Voice Control
    13. AppleScript

    AI recommended 13 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?

Embed your GEO score

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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