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memory-journal-mcp-server
MCP server designed to help you search and analyze your photo library (iCloud)
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📸 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!
🎯 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
- Ensure you have macOS with a Photos library.
- Install uv to manage dependencies and run the server.
Installation
-
Clone the repository:
git clone https://github.com/Siddhant-K-code/memory-journal-mcp-server.git cd memory-journal-mcp-server
-
Install dependencies using
uv
:uv sync
-
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" ] } } }
-
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
-
Location Search
- Description: Find photos taken in a specific location.
- Input Example:
{ "location": "Udaipur" }
- Expected Output:
Found 5 photos from Udaipur: 📷 IMG_1234.jpg ...
-
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 ...
-
People Search
- Description: Find photos containing specific people.
- Input Example:
{ "person": "Maa" }
- Expected Output:
Photos with Maa (10 found): 📷 IMG_9101.jpg ...
-
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.
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Reviews

user_MzurJluh
MCP Toolbox for Databases is an incredibly powerful tool by googleapis, which has significantly streamlined my database management tasks. The features are robust and user-friendly, making complex SQL queries and database maintenance a breeze. Highly recommend this for anyone looking to efficiently handle their database needs. Check it out here: https://mcp.so/server/genai-toolbox/googleapis.