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TL;DR

Qdrant is a Databases MCP server that lets Claude Code, Cursor, Windsurf and any MCP-compatible AI agent vector similarity search engine. Install in 1 minute with mcpizy install qdrant.

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Qdrant

Databases

Last updated May 30, 2026 · By MCPizy team

Vector similarity search engine

Install Qdrant

Via MCPizy CLI (recommended):
mcpizy install qdrant
Or run directly:
npx -y qdrant-mcp

Works with

Claude Code
Claude Desktop
Cursor
Windsurf
VS Code + Copilot
Any MCP Client

More Databases MCPs

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Local SQLite database access and management

Alternatives to Qdrant

If Qdrant doesn't fit your stack, these Databases MCP servers solve similar problems.

🔵

Neo4j

Graph database queries

🔍

Elasticsearch

Full-text search and analytics engine

⚡

DynamoDB

AWS DynamoDB NoSQL database operations

Key Takeaways

  • Qdrant exposes an MCP interface for databases workflows in Claude Code, Cursor and Windsurf.
  • No authentication required — works out of the box once installed.
  • Install in 1 command: mcpizy install qdrant — config written to your client automatically.
  • Free and open source — verified compatible with every MCP client (Claude Code, Claude Desktop, Cursor, Windsurf, VS Code + Copilot).
  • Best use case: automate databases workflows from your AI agent without leaving the editor.

Frequently asked questions

What is the Qdrant MCP server?

The Qdrant MCP server is an Databases Model Context Protocol server that lets Claude Code, Cursor, Windsurf, VS Code with Copilot, and other MCP-compatible AI agents vector similarity search engine. It exposes Qdrant's capabilities as tools the AI can call directly from your editor or CLI.

How do I install Qdrant MCP with Claude Code?

The fastest way is the MCPizy CLI: run `mcpizy install qdrant` and MCPizy will add the server to your `.claude.json` automatically. You can also install it manually by adding an entry under `mcpServers` in `.claude.json` with the command `npx -y qdrant-mcp` and restarting Claude Code.

Is Qdrant MCP free?

Yes. The Qdrant MCP server is free and open source. You may still need a Qdrant account or API key to connect the server to the underlying service, but the MCP layer itself has no MCPizy subscription cost.

Does Qdrant MCP work with Cursor and Windsurf?

Yes. Any MCP-compatible client works — including Claude Code, Claude Desktop, Cursor (via `.cursor/mcp.json`), Windsurf, VS Code with Copilot Chat, and custom agents built on the MCP SDK. The same install command targets all of them; only the config file path differs.

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What can I do with Qdrant MCP?

Once installed, your AI agent can vector similarity search engine directly inside your conversation. Typical use cases include asking Claude Code or Cursor to run Qdrant operations, inspect results, chain Qdrant with other MCP servers (see our Workflow Recipes), and automate repetitive databases tasks without leaving your editor.