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memory-journal-mcp-server

MCP.Pizza Chef: Siddhant-K-code

The memory-journal-mcp-server is an MCP server designed to enable powerful, intuitive search and analysis of your iCloud photo library. It supports location-based, label-based, and people-based photo searches, making it easy to find specific memories. This server enhances photo management by providing structured access to photo metadata and content, enabling rich, context-aware interactions with your photo collection.

Use This MCP server To

Search photos by location within your iCloud library Find photos using keyword or label filters like 'Birthday' or 'Vacation' Locate photos featuring specific people quickly Analyze photo metadata for organizing and categorizing images Enable AI-driven photo retrieval and memory journaling workflows

README

📸 Smart Photo Journal MCP Server

Smart Photo Journal is an MCP server designed to help you search and analyze your photo library with powerful, intuitive tools. Whether you're reminiscing about family moments or looking for a specific photo with friends, this server has got you covered! 🎉

Inspired by: burningion/video-editing-mcp A huge shoutout to @burningion for the innovative idea of using MCP for creative media management!

Smart Photo Journal Server MCP server

🎯 Features

  • Location Search: Find photos from specific places with ease. 🌍
  • Label Search: Search photos by keywords or labels like "Birthday," "Beach," or "Vacation." 🎉
  • People Search: Quickly locate photos featuring specific people. 👥
  • Photo Analysis: Discover fun insights like the most popular times and days for your photo shoots. 🕰️
  • Fuzzy Matching: Not sure of the exact name? Don't worry! The server supports fuzzy matching for flexibility. 🔍

🚀 Getting started

Prerequisites

  1. Ensure you have macOS with a Photos library.
  2. Install uv to manage dependencies and run the server.

Installation

  1. Clone the repository:

    git clone https://github.com/Siddhant-K-code/memory-journal-mcp-server.git
    cd memory-journal-mcp-server
  2. Install dependencies using uv:

    uv sync
  3. Configure the MCP server. Update your claude_desktop_config.json with the following configuration:

    {
      "mcpServers": {
        "smart-photo-journal": {
          "command": "/Users/<YOUR_DEVICE_USERNAME>/.local/bin/uv",
          "args": [
            "--directory",
            "/Users/<PATH_TO_CLONED_DIR>/memory-journal-mcp-server",
            "run",
            "server.py"
          ]
        }
      }
    }
  4. Start the server with following command or just open Claude Desktop:

    uv run server.py

Note: Replace <YOUR_DEVICE_USERNAME> and <PATH_TO_CLONED_DIR> with your actual device username and the path to the cloned directory. You will get a popup to authorize the server to access your photos. It will be in local only, and no data will be shared with anyone except Claude services.

MCP Server Initialization

When the server starts, you'll see:

Starting Smart Photo Journal MCP server.

It's now ready to process your photo queries! 🎉


🛠️ Usage

Available Tools

  1. Location Search

    • Description: Find photos taken in a specific location.
    • Input Example:
      {
        "location": "Udaipur"
      }
    • Expected Output:
      Found 5 photos from Udaipur:
      📷 IMG_1234.jpg
      ...
      
  2. Label Search

    • Description: Search for photos by labels or keywords.
    • Input Example:
      {
        "label": "Birthday"
      }
    • Expected Output:
      Photos labeled as 'Birthday' (3 found):
      📷 IMG_5678.jpg
      ...
      
  3. People Search

    • Description: Find photos containing specific people.
    • Input Example:
      {
        "person": "Maa"
      }
    • Expected Output:
      Photos with Maa (10 found):
      📷 IMG_9101.jpg
      ...
      
  4. Photo Analysis

    • Description: Analyze patterns in your photo library, such as the most common times or days for photo shoots.
    • Input Example:
      {}
    • Expected Output:
      📸 Photo Taking Patterns:
      Total Photos: 200
      ...
      

📚 Example Use-Cases

1. Family & Friends Album Organizer

Want to gather all your family moments in one place? Use the people-search tool with names like "Papa" or "Mom" or "Any Friend" to find photos with specific people.

2. Vacation Highlights

Search for photos from your vacation destination using the location-search tool.

3. Throwback Fun

Curious about your past birthday photos? Use label-search with "Birthday" and relive the fun!

4. Understand Your Photography Habits

Use the photo-analysis tool to understand when and where you take most of your photos. Plan your next shoot accordingly!


⚡ Tips for Best Results

  • Ensure your Photos library is loaded in macOS.
  • Be as specific as possible with search queries for more accurate results.
  • Use fuzzy matching for flexibility when you're unsure of the exact name.

memory-journal-mcp-server FAQ

How does the memory-journal-mcp-server access my photos?
It connects to your iCloud photo library using authorized APIs to index and analyze your photos securely.
Can I search photos by multiple criteria simultaneously?
Yes, you can combine location, label, and people searches for precise results.
Is my photo data stored or shared externally?
No, the server processes your photo metadata locally or within your trusted environment to ensure privacy.
What types of photo metadata does the server analyze?
It analyzes location data, labels, timestamps, and facial recognition metadata to enhance search capabilities.
Can this server integrate with other MCP clients or tools?
Yes, it is designed to work seamlessly with MCP clients to provide photo context and retrieval features.
Does it support real-time updates when new photos are added?
The server can be configured to update its index as new photos are added to your library.
What platforms is this MCP server compatible with?
It is compatible with any MCP host or client that supports MCP server integration, typically on desktop and web environments.