RRepoGEO

REPOGEO REPORT · LITE

mattt/iMCP

Default branch main · commit b84f266a · scanned 5/11/2026, 5:37:04 AM

GitHub: 1,416 stars · 101 forks

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 mattt/iMCP, 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
  • hightopics#1
    Update repository topics to reflect AI integration and macOS system services

    Why:

    CURRENT
    macos, mcp
    COPY-PASTE FIX
    macos, ai-integration, model-context-protocol, system-automation, personal-ai
  • highreadme#2
    Reposition the README's opening paragraph to be more explicit about AI value

    Why:

    CURRENT
    iMCP is a macOS app for connecting your digital life with AI. It works with [Claude Desktop][claude-app] and a [growing list of clients][mcp-clients] that support the [Model Context Protocol (MCP)][mcp].
    COPY-PASTE FIX
    iMCP is a macOS app that empowers AI models (like Claude Desktop) to interact with your digital life, providing secure, local access to your Calendar, Contacts, Messages, Reminders, Location, and Maps data. It acts as a local server for the Model Context Protocol (MCP), enabling powerful personal AI automation directly on your Mac.
  • mediumreadme#3
    Add a section clarifying iMCP's role in the AI automation ecosystem

    Why:

    COPY-PASTE FIX
    Add a new section (e.g., 'How iMCP Enhances Your AI Workflow' or 'Use Cases for Personal AI on macOS') explaining how iMCP provides a direct, local, and privacy-focused way for AI to access macOS system data, complementing or extending capabilities found in tools like Apple Shortcuts or general AI platforms.

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 mattt/iMCP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zapier
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Zapier · recommended 2×
  2. Google Calendar · recommended 2×
  3. ChatGPT · recommended 2×
  4. Python · recommended 2×
  5. Keyboard Maestro · recommended 2×
  • CATEGORY QUERY
    How can I integrate AI models with my macOS calendar and contacts?
    you: not recommended
    AI recommended (in order):
    1. Apple Shortcuts
    2. OpenAI
    3. Google AI Studio
    4. Zapier
    5. Make
    6. Google Calendar
    7. Outlook Calendar
    8. HubSpot
    9. Salesforce
    10. ChatGPT
    11. GPT-4
    12. Gemini
    13. Python
    14. icalendar
    15. contacts
    16. google-api-python-client
    17. Microsoft Graph API SDK
    18. microsoft-graph-core
    19. exchangelib
    20. openai
    21. google-generativeai
    22. transformers
    23. Llama 3
    24. Hugging Face
    25. langchain
    26. Keyboard Maestro
    27. Swift
    28. Objective-C
    29. EventKit Framework
    30. Contacts Framework
    31. Core ML

    AI recommended 31 alternatives but never named mattt/iMCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools enable AI to manage my macOS messages, reminders, and location data?
    you: not recommended
    AI recommended (in order):
    1. Shortcuts
    2. ChatGPT
    3. OpenAI API
    4. Claude
    5. Zapier
    6. IFTTT
    7. Twilio
    8. Slack
    9. Discord
    10. Google AI
    11. Google Sheet
    12. Google Calendar
    13. Todoist
    14. Keyboard Maestro
    15. AppleScript
    16. Raycast
    17. Alfred
    18. Python
    19. JavaScript
    20. JXA
    21. requests library (psf/requests)

    AI recommended 21 alternatives but never named mattt/iMCP. 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 mattt/iMCP?
    pass
    AI named mattt/iMCP explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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