Atlas / MCP servers / siddhant-k-code / Smart Photo Journal

Smart Photo JournalSAFE

mcp/siddhant-k-code/smart-photo-journal

MCP server designed to help you search and analyze your photo library (iCloud - Apple photos)

Verdict
SAFE
Grade
B
Trust score
89 /100
Exposed tools
3 3r · 0w · 0d
Transport
stdio
License
MIT
Stars
24
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

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

  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
  1. Install dependencies using uv:
uv sync
  1. Configure the MCP server. Update your claude_desktop_config.json with the following configuration:
{
"mcpServers": {
"smart-photo-journal": {
"command": "/Users//.local/bin/uv",
"args": [
"--directory",
"/Users//memory-journal-mcp-server",
"run",
"server.p
Read from source at commit 2c73f05e3a33OBSERVED · 2026-10-09
02

Connect

Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control.

claude-code
claude mcp add memory-journal-mcp-server -- uvx memory-journal-mcp-server
claude-desktop
{
  "mcpServers": {
    "memory-journal-mcp-server": {
      "command": "uvx",
      "args": [
        "memory-journal-mcp-server"
      ]
    }
  }
}
03

Exposed tools (3)

3 read · 0 write · 0 destructive.

ToolRiskDescription
label-searchreadSearch photos by labels or keywords (e.g., Birthday, Beach, Dogs)
location-searchreadFind photos from specific locations
people-searchreadFind photos containing specific people
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-09 · audit v0.4.1 · source sha 2c73f05e3a33full audit observations/trust-audit/mcp-server/siddhant-k-code__smart-photo-journal.json · Report an issue / request a re-scan
05

Audit history

Every audit this server has had. A grade with a past is a grade somebody is still checking.

DateSourceVerdictGradeScoreChange
2026-10-092c73f05e3a33SAFEB89first audit
06

Questions

What is the Smart Photo Journal MCP server?

MCP server designed to help you search and analyze your photo library (iCloud - Apple photos)

What tools does Smart Photo Journal expose?

3 in total: 3 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.

Is Smart Photo Journal safe to connect to an agent?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean server reads B.

What credentials does Smart Photo Journal need?

No credential environment variables were found in its source, so it appears to need none.

How does Smart Photo Journal run?

It speaks stdio, so it runs as a local process your client starts. It is published on PyPI as memory-journal-mcp-server.

How current is this page?

The grade is for one exact copy of the source (2c73f05e3a33), read on 2026-10-09. The repository is watched and re-audited when it changes.

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