RRepoGEO

REPOGEO REPORT · LITE

mattt/iMCP

Default branch main · commit b84f266a · scanned 6/21/2026, 8:41:46 AM

GitHub: 1,461 stars · 108 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
33 /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
2 / 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
  • highreadme#1
    Add a clear disambiguation for 'MCP' in the README's opening

    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 for connecting your digital life with AI, specifically by providing a server for the **Model Context Protocol (MCP)**. This allows AI clients like [Claude Desktop][claude-app] to access your Messages, Contacts, Reminders, and more, directly from your Mac.
  • hightopics#2
    Add specific topics for AI integration and macOS data

    Why:

    CURRENT
    macos, mcp
    COPY-PASTE FIX
    macos, ai, llm, siri, calendar, contacts, messages, reminders, location, maps, data-integration, model-context-protocol
  • mediumreadme#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

iMCP provides a unique, local, and privacy-focused way to connect your macOS data directly with AI models via the Model Context Protocol. Unlike cloud-based services like Zapier or IFTTT, iMCP keeps your data on your Mac. Compared to general automation tools like Keyboard Maestro or AppleScript, iMCP offers a structured, protocol-driven interface specifically designed for AI interaction, rather than general scripting.

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
Apple EventKit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Apple EventKit · recommended 1×
  2. iCloud API · recommended 1×
  3. Zapier · recommended 1×
  4. IFTTT · recommended 1×
  5. icalendar · recommended 1×
  • CATEGORY QUERY
    How to integrate macOS calendar and contacts data with AI models?
    you: not recommended
    AI recommended (in order):
    1. Apple EventKit
    2. iCloud API
    3. Zapier
    4. IFTTT
    5. icalendar
    6. vobject
    7. OpenAI API
    8. Hugging Face Transformers
    9. Google Cloud AI Platform
    10. AWS SageMaker
    11. Azure Machine Learning

    AI recommended 11 alternatives but never named mattt/iMCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to provide local macOS context like messages and reminders to an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. Keyboard Maestro
    2. Automator + AppleScript
    3. BetterTouchTool
    4. Raycast
    5. Hazel

    AI recommended 5 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 did not name mattt/iMCP — 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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mattt/iMCP — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite