Knowledge Management · Search Tools

Embedding Search logo

Embedding Search

spences10/mcp-embedding-search

A Model Context Protocol (MCP) server that queries a Turso database containing embeddings and transcript segments. This tool allows users to search for relevant transcript segments by asking questions, without generating new embeddings.

Install

Client configuration

{
  "mcpServers": {
    "mcp-embedding-search": {
      "command": "node",
      "args": [
        "/path/to/mcp-embedding-search/dist/index.js"
      ],
      "env": {
        "TURSO_URL": "<TURSO_URL>",
        "TURSO_AUTH_TOKEN": "<TURSO_AUTH_TOKEN>"
      }
    }
  }
}

Environment variables

TURSO_URLTURSO_AUTH_TOKEN
GitHub stars
1
Category
Knowledge Management, Search Tools
License
MIT
Updated
Oct 6, 2026

Features

  • Vector similarity search for transcript segments

  • Relevance scoring based on cosine similarity

  • Complete transcript metadata (episode title, timestamps)

  • Configurable search parameters (limit, minimum score)

  • Efficient database connection pooling

  • Comprehensive error handling

  • Performance optimized for quick responses

Details on this page are taken from the project's README. Open README

Supported clients

Clients mentioned in this server's README:

View all
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Claude Desktop

Desktop · Freemium · Proprietary

Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.

WindowsMacOS
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Cline

Desktop · Free · MIT

An AI coding assistant integrated into the IDE. Supports MCP servers for enhanced functionality.

WindowsMacOSLinux

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