# Slunk (Slack Conversation Search)

> Use this tool when you need to efficiently search and monitor Slack conversations, solving problems like information overload and manual search limitations. It provides intelligent search capabilities through a macOS application, accepting inputs like natural language queries and outputting relevant conversation results. Ideal for Slack workspace analysis, conversation discovery, and building AI assistants that require deep access to team communication history.

Canonical page: https://skillsregistry.net/skills/slunk-slack-search  
JSON: https://api.skillsregistry.net/v1/skills/slunk-slack-search

## Description

This MCP server provides intelligent Slack message search and monitoring capabilities through a Swift/SwiftUI macOS application that captures Slack conversations in real-time using accessibility APIs and stores them locally with SQLite and vector embeddings. Built with Apple's NLEmbedding framework for semantic search, GRDB for database operations, and SQLiteVec for vector storage, it offers 8 specialized search tools including natural language conversation search, precise message filtering with channel/user/date constraints, thread context retrieval, cryptic message interpretation, query parsing with entity extraction, multi-turn conversational search, pattern discovery, and semantic similarity suggestions. The implementation features content-based deduplication to prevent storing duplicate messages during polling intervals, hybrid search combining semantic and keyword matching, automatic embedding generation for new messages, and configurable monitoring intervals (5s active, 10s background, 30s inactive), making it valuable for Slack workspace analysis, conversation discovery, and building AI assistants that need deep access to team communication history without manual Slack search limitations.

## Trust

- **Trust score (0–1):** 0.65
- **Verification tier:** scanned
- **Last scanned:** 2026-09-02

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-02

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/slunk-slack-search)
- **Repository:** <https://github.com/kimjune01/slunk-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "slunk-slack-search"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/slunk-slack-search` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/slunk-slack-search/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt