mcp-qdrant-docs

mcp-qdrant-docs

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browser_automationdatabases

mcp-qdrant-docs is a TypeScript-based server that scrapes and indexes website content into a Qdrant vector database. It allows users to query scraped content using natural language through dynamically named tools. The server can be configured and run using command-line options and environment variables.

mcp-qdrant-docs MCP Server

A Model Context Protocol server utilizing a TypeScript-based approach to scrape, index, and answer questions about website content using a Qdrant vector database.

Features

  • Tool: ask_<doc name>_docs allows natural language queries on website content.
  • Process: Scrapes, processes, and stores content in Qdrant using sentence transformers.
  • Usage: Dynamic tool names based on DOCS_URL/--start-url.

Installation

  • Use npx for running within MCP client configurations.

Command-Line Options

  • Supports options to set URL, limit, re-indexing, collection name, and debug mode.