SERVER

Qdrant MCP

Rank #10,727

io.github.avaazquezz/mcp-qdrant

MCP server that wraps the Qdrant vector database API as tools.

1 version

by avaazquezz (2 servers)View repository ↗Claim this server

Listed & last published

Aug 31, 2026

OVERVIEW

Qdrant MCP is a Model Context Protocol (MCP) server published by avaazquezz. It ranks #10,727 of 132,113 servers tracked on MCP Toplist. Qdrant MCP is listed across 2 registries — Official MCP and Glama, with 1 tracked version. It was first listed on Aug 31, 2026 and most recently updated on Aug 31, 2026.

STANDING

#10,727of 132,113 tracked serversTop 10%

Ranks ahead of 121,386 of 132,113 servers on MCP Toplist.

CONNECT

Use Qdrant MCP

No setupRuns out of the box

No credentials or required configuration declared — add it to your MCP client and go.

Python package (PyPI)

claude mcp add mcp-qdrant -e "QDRANT_URL=<your QDRANT_URL>" -e "QDRANT_API_KEY=<your QDRANT_API_KEY>" -e "QDRANT_LOCAL_PATH=<your QDRANT_LOCAL_PATH>" -e "QDRANT_MCP_TOOLSETS=<your QDRANT_MCP_TOOLSETS>" -e "QDRANT_MCP_READ_ONLY=<your QDRANT_MCP_READ_ONLY>" -- uvx mcp-qdrant

Replace each placeholder with your own value before saving.

Python package (PyPI)

[mcp_servers.mcp-qdrant]
command = "uvx"
args = ["mcp-qdrant"]

[mcp_servers.mcp-qdrant.env]
QDRANT_URL = "<your QDRANT_URL>"
QDRANT_API_KEY = "<your QDRANT_API_KEY>"
QDRANT_LOCAL_PATH = "<your QDRANT_LOCAL_PATH>"
QDRANT_MCP_TOOLSETS = "<your QDRANT_MCP_TOOLSETS>"
QDRANT_MCP_READ_ONLY = "<your QDRANT_MCP_READ_ONLY>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "mcp-qdrant": {
      "command": "uvx",
      "args": [
        "mcp-qdrant"
      ],
      "env": {
        "QDRANT_URL": "<your QDRANT_URL>",
        "QDRANT_API_KEY": "<your QDRANT_API_KEY>",
        "QDRANT_LOCAL_PATH": "<your QDRANT_LOCAL_PATH>",
        "QDRANT_MCP_TOOLSETS": "<your QDRANT_MCP_TOOLSETS>",
        "QDRANT_MCP_READ_ONLY": "<your QDRANT_MCP_READ_ONLY>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "mcp-qdrant": {
      "command": "uvx",
      "args": [
        "mcp-qdrant"
      ],
      "env": {
        "QDRANT_URL": "<your QDRANT_URL>",
        "QDRANT_API_KEY": "<your QDRANT_API_KEY>",
        "QDRANT_LOCAL_PATH": "<your QDRANT_LOCAL_PATH>",
        "QDRANT_MCP_TOOLSETS": "<your QDRANT_MCP_TOOLSETS>",
        "QDRANT_MCP_READ_ONLY": "<your QDRANT_MCP_READ_ONLY>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "servers": {
    "mcp-qdrant": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "mcp-qdrant"
      ],
      "env": {
        "QDRANT_URL": "<your QDRANT_URL>",
        "QDRANT_API_KEY": "<your QDRANT_API_KEY>",
        "QDRANT_LOCAL_PATH": "<your QDRANT_LOCAL_PATH>",
        "QDRANT_MCP_TOOLSETS": "<your QDRANT_MCP_TOOLSETS>",
        "QDRANT_MCP_READ_ONLY": "<your QDRANT_MCP_READ_ONLY>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "mcp-qdrant": {
      "command": "uvx",
      "args": [
        "mcp-qdrant"
      ],
      "env": {
        "QDRANT_URL": "<your QDRANT_URL>",
        "QDRANT_API_KEY": "<your QDRANT_API_KEY>",
        "QDRANT_LOCAL_PATH": "<your QDRANT_LOCAL_PATH>",
        "QDRANT_MCP_TOOLSETS": "<your QDRANT_MCP_TOOLSETS>",
        "QDRANT_MCP_READ_ONLY": "<your QDRANT_MCP_READ_ONLY>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Python package (PyPI)

{
  "mcpServers": {
    "mcp-qdrant": {
      "command": "uvx",
      "args": [
        "mcp-qdrant"
      ],
      "env": {
        "QDRANT_URL": "<your QDRANT_URL>",
        "QDRANT_API_KEY": "<your QDRANT_API_KEY>",
        "QDRANT_LOCAL_PATH": "<your QDRANT_LOCAL_PATH>",
        "QDRANT_MCP_TOOLSETS": "<your QDRANT_MCP_TOOLSETS>",
        "QDRANT_MCP_READ_ONLY": "<your QDRANT_MCP_READ_ONLY>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

BADGE

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Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.avaazquezz%2Fmcp-qdrant.svg)](https://mcptoplist.com/server/io.github.avaazquezz%2Fmcp-qdrant)

HTML

<a href="https://mcptoplist.com/server/io.github.avaazquezz%2Fmcp-qdrant"><img src="https://mcptoplist.com/badge/io.github.avaazquezz%2Fmcp-qdrant.svg" alt="MCP Toplist: Top 10% of 132,113" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

REGISTRIES

Listed on 2 registries

Official MCP

Glama

ORGANIZATION

avaazquezz

Organization

avaazquezz

Servers in org

Versions across org

Other servers by avaazquezz

Qdrant RAG Build#15,435

View all avaazquezz servers →

VERSIONS

Available versions (1)

Version	Published
1.0.1	Aug 31, 2026

FAQ

Frequently asked questions

Who maintains Qdrant MCP?: Qdrant MCP is maintained by avaazquezz, which publishes 2 MCP servers (1 total version) tracked on MCP Toplist.
Is Qdrant MCP listed on the Official MCP Registry?: Yes — Qdrant MCP is listed on the Official MCP Registry, alongside Glama.
How many versions does Qdrant MCP have?: MCP Toplist tracks 1 version of Qdrant MCP, most recently published on Aug 31, 2026.
Where can I find the source code for Qdrant MCP?: The source code for Qdrant MCP is hosted at github.com/avaazquezz/Qdrant-MCP.

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