mcp-lance-db 0.1.2

mcp-lance-db

mcp-lance-db MCP server

mcp-lance-db

Components

Tools

The server implements two tools:

• add-memory: Adds a new memory to the vector database

  • Takes "content" as a required string argument
  • Stores the text with vector embeddings for later retrieval

• search-memories: Retrieves semantically similar memories

  • Takes "query" as a required string argument
  • Optional "limit" parameter to control number of results (default: 5)
  • Returns memories ranked by semantic similarity to the query
  • Updates server state and notifies clients of resource changes

Configuration

The server uses the following configuration:

• Database path: "./lancedb"
• Collection name: "memories"
• Embedding provider: "sentence-transformers"
• Model: "BAAI/bge-small-en-v1.5"
• Device: "cpu"
• Similarity threshold: 0.7 (upper bound for distance range)

Quickstart

Install

Claude Desktop

On MacOS: ~/Library/Application\ Support/Claude/claude_desktop_config.json On Windows: %APPDATA%/Claude/claude_desktop_config.json

Development/Unpublished Servers Configuration

``` "mcpServers": { "mcp-lance-db": { "command": "uv", "args": [ "--directory", "/Users/kyryl/Projects/KOML/MCP/mcp-server-lancedb", "run", "mcp-lance-db" ] } } ```

Published Servers Configuration

``` "mcpServers": { "mcp-lance-db": { "command": "uvx", "args": [ "mcp-lance-db" ] } } ```

Development

Building and Publishing

To prepare the package for distribution:

1. Sync dependencies and update lockfile:

uv sync

2. Build package distributions:

uv build

This will create source and wheel distributions in the dist/ directory.

3. Publish to PyPI:

uv publish

Note: You'll need to set PyPI credentials via environment variables or command flags:

• Token: --token or UV_PUBLISH_TOKEN
• Or username/password: --username/UV_PUBLISH_USERNAME and --password/UV_PUBLISH_PASSWORD

Debugging

Since MCP servers run over stdio, debugging can be challenging. For the best debugging experience, we strongly recommend using the MCP Inspector.

You can launch the MCP Inspector via npm with this command:

npx @modelcontextprotocol/inspector uv --directory /Users/kyryl/Projects/KOML/MCP/mcp-server-lancedb run mcp-lance-db

Upon launching, the Inspector will display a URL that you can access in your browser to begin debugging.