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qdrant/mcp-server-qdrant

An official Qdrant Model Context Protocol (MCP) server implementation

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Our verdict

Not reviewed yet

We have not reviewed qdrant/mcp-server-qdrant yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

How we review records

From the listing

About qdrant/mcp-server-qdrant

An official Model Context Protocol (MCP) server for Qdrant vector database. It enables AI agents to perform semantic search, store and retrieve vector embeddings, and manage collections through the standardized MCP interface. Written in Python, it provides a direct bridge between MCP-compatible clients and Qdrant's vector storage capabilities.

Best for

Developers building MCP-compatible AI agents that need vector search and memory via Qdrant

Use cases

  • Building AI agents that need long-term memory via vector embeddings
  • Enabling semantic search over documents or knowledge bases from an MCP client
  • Integrating Qdrant vector storage into MCP-based agent workflows

Notes

1,420 stars on GitHub. Last updated 2026-05-20. Licensed Apache-2.0.

Pros

  • Official implementation maintained by Qdrant
  • Leverages the MCP standard for interoperability with many AI clients
  • Python-based, easy to extend or embed in existing Python projects

Cons

  • Requires a running Qdrant instance (local or cloud) to function
  • Limited to the MCP protocol; not a general-purpose Qdrant client
  • Setup and configuration may be non-trivial for beginners

Key facts

What we have checked

Not checked yet. Dated facts such as prices, releases and repository activity appear here once we have confirmed them from a source.

How to use

How to set it up

As the listing publishes it. We have not run this install.

Install

npx @smithery/cli install mcp-server-qdrant --client claude

Tools exposed

  • information
  • metadata
  • collection_name
  • QDRANT_URL
  • QDRANT_API_KEY
  • COLLECTION_NAME
  • QDRANT_LOCAL_PATH
  • EMBEDDING_PROVIDER
  • EMBEDDING_MODEL
  • TOOL_STORE_DESCRIPTION
  • TOOL_FIND_DESCRIPTION
  • QDRANT_SEARCH_LIMIT
  • QDRANT_READ_ONLY
  • FASTMCP_LOG_LEVEL
  • FASTMCP_SERVER_DEBUG
  • FASTMCP_SERVER_HOST
  • FASTMCP_SERVER_PORT
  • FASTMCP_SERVER_ON_DUPLICATE_RESOURCES
  • FASTMCP_SERVER_ON_DUPLICATE_TOOLS
  • FASTMCP_SERVER_ON_DUPLICATE_PROMPTS

Clients the listing names (not checked here)

Claude Desktop, Claude Code, Cursor, Windsurf, VS Code

Install

Add qdrant/mcp-server-qdrant to your client

Not verified yet

No install recipe yet. We write one for Claude Code, Claude Desktop, Cursor, VS Code, Codex and ChatGPT when the server is in the official MCP registry with a package or remote address we can use.

Until then, follow the project's own README, or the setup the listing publishes under How to set it up.

Works with

What qdrant/mcp-server-qdrant connects to

1 product, each with how we know and when we checked.

Works withTypeHow we knowChecked
QdrantProductIts repo belongs to the product's GitHub organisationGitHub org qdrantGitHub

Health and security

Is qdrant/mcp-server-qdrant looked after, and what do its setup files show

Security check static checks

97 out of 100

Reads what is published about the server: package advisories, licence, secrets in the documented setup and tool permissions. Nothing is installed or run, so this is not a security assessment. Checked by edna-static-v1. What it checks

Licence: Apache-2.0

  • Low The documented install uses @smithery/cli, whose published metadata points at github.com/smithery-ai/cli, not this repository. Check it is the right package before installing.
  • Note No published npm or PyPI package of this repository was found, so package advisories were not checked.
  • Note The lab has not recorded this server's tool list yet, so tool permissions were not checked.

Sources

Where this comes from

No sources recorded yet. Each source we check is listed here with the date we checked it.

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog

What changed

No changes recorded yet. Releases, price changes and deprecations appear here, with their dates, once we track them for this record.

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