RRepoGEO

REPOGEO REPORT · LITE

vincelwt/chatgpt-mac

Default branch main · commit 5b9df7cb · scanned 5/15/2026, 11:06:49 PM

GitHub: 6,289 stars · 485 forks

AI VISIBILITY SCORE
22 /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
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 vincelwt/chatgpt-mac, 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 README's opening to focus on the app's core value

    Why:

    CURRENT
    ⭐ Building in AI? My new project is an open-source toolkit for AI devs, a star would mean the world ⭐

# ChatGPT for desktop

This is a simple app that makes ChatGPT live in your menubar.
    COPY-PASTE FIX
    # ChatGPT for desktop

This is a native macOS app that brings ChatGPT directly to your menubar, allowing for quick, system-wide access with a simple keyboard shortcut (Cmd+Shift+G).
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the root of the repository to clearly state the project's licensing terms.

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 vincelwt/chatgpt-mac
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MacGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MacGPT · recommended 1×
  2. Raycast · recommended 1×
  3. Chatbot for ChatGPT · recommended 1×
  4. Text Blaze · recommended 1×
  5. Apple Shortcut · recommended 1×
  • CATEGORY QUERY
    How can I quickly access an AI chatbot from my macOS desktop menubar?
    you: not recommended
    AI recommended (in order):
    1. MacGPT
    2. Raycast
    3. Chatbot for ChatGPT
    4. Text Blaze
    5. Apple Shortcut

    AI recommended 5 alternatives but never named vincelwt/chatgpt-mac. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best desktop client applications for large language models on Mac?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Jan
    4. GPT4All
    5. LoLLMS Web UI

    AI recommended 5 alternatives but never named vincelwt/chatgpt-mac. 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 vincelwt/chatgpt-mac?
    pass
    AI did not name vincelwt/chatgpt-mac — 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 vincelwt/chatgpt-mac in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vincelwt/chatgpt-mac 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 vincelwt/chatgpt-mac solve, and who is the primary audience?
    pass
    AI did not name vincelwt/chatgpt-mac — 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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