Slunk icon

Slunk

6

Monitors and locally stores Slack messages in real-time, enabling intelligent semantic search and analytics through an MCP server.

About

Slunk is a privacy-first macOS application designed to enhance your Slack experience by providing powerful local search and analytics capabilities. It actively monitors Slack messages using accessibility APIs, storing them in a local SQLite database with automatic deduplication and a 2-month retention policy. Integrated as an MCP server for tools like Claude Desktop, Slunk offers a suite of 8 natural language processing tools for semantic search, conversation context extraction, pattern discovery, and more, all while ensuring your data remains securely on your machine.

Key Features

  • 4 GitHub stars
  • Privacy-first architecture ensures all data stays on your machine
  • Local SQLite storage with automatic deduplication and 2-month retention
  • Real-time Slack message monitoring via accessibility API
  • Semantic search powered by Apple's NLEmbedding for conceptual matching
  • 8 MCP tools for natural language search, analytics, and pattern discovery

Use Cases

  • Extract complete thread contexts or decode short messages for better understanding
  • Quickly find past Slack conversations or messages using natural language queries
  • Discover trending topics or patterns across your Slack communications