RRepoGEO

REPOGEO REPORT · LITE

supermemoryai/apple-mcp

Default branch main · commit 08e2c531 · scanned 6/22/2026, 10:57:02 AM

GitHub: 3,118 stars · 282 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
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
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 supermemoryai/apple-mcp, 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
  • highabout#1
    Clarify 'MCP' and the repo's purpose in the description

    Why:

    CURRENT
    Collection of apple-native tools for the model context protocol.
    COPY-PASTE FIX
    Automate and enhance native Apple apps (Messages, Notes, Contacts, Mail) with AI superpowers via the Model Context Protocol.
  • hightopics#2
    Expand topics to include AI and automation keywords

    Why:

    CURRENT
    applescripts, modelcontextprotocol
    COPY-PASTE FIX
    macos-automation, ai-scripting, apple-apps, generative-ai, applescripts, modelcontextprotocol
  • mediumreadme#3
    Add a dedicated section explaining 'Model Context Protocol' in the README

    Why:

    COPY-PASTE FIX
    ## What is the Model Context Protocol (MCP)?
The Model Context Protocol (MCP) allows AI models to directly interact with and control native Apple applications like Messages, Notes, and Contacts. It enables your AI to read, write, and automate tasks within these apps, turning your Mac into a powerful AI-driven assistant.

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 supermemoryai/apple-mcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Shortcuts
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Shortcuts · recommended 2×
  2. Apple Shortcuts · recommended 1×
  3. OpenAI API · recommended 1×
  4. Claude API · recommended 1×
  5. Keyboard Maestro · recommended 1×
  • CATEGORY QUERY
    How can I automate native macOS applications with AI-driven scripting tools?
    you: not recommended
    AI recommended (in order):
    1. Apple Shortcuts
    2. OpenAI API
    3. Claude API
    4. Keyboard Maestro
    5. Python
    6. PyObjC
    7. openai
    8. anthropic
    9. AppleScript
    10. Playwright
    11. Appium
    12. UI Vision RPA

    AI recommended 12 alternatives but never named supermemoryai/apple-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist to enhance Apple Messages, Notes, and Contacts app features?
    you: not recommended
    AI recommended (in order):
    1. Doodle Poll
    2. GIPHY
    3. Yelp
    4. Apple Music
    5. Shortcuts
    6. Gboard
    7. SwiftKey
    8. Reminders
    9. GoodNotes 6
    10. Notability
    11. Obsidian
    12. Craft Docs
    13. Evernote
    14. Bear
    15. Cardhop
    16. BusyContacts
    17. Shortcuts
    18. LinkedIn
    19. Fantastical

    AI recommended 19 alternatives but never named supermemoryai/apple-mcp. This is the gap to close.

    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 supermemoryai/apple-mcp?
    pass
    AI named supermemoryai/apple-mcp explicitly

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

  • If a team adopts supermemoryai/apple-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named supermemoryai/apple-mcp 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 supermemoryai/apple-mcp solve, and who is the primary audience?
    pass
    AI named supermemoryai/apple-mcp explicitly

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

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supermemoryai/apple-mcp — 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