Qdrant

Databases See docs

GitHub stars1.6k

Forks315

LicenseApache-2.0

Last activitySep 4, 2026

Open issues81

Repository: qdrant/mcp-server-qdrant · Data checked Oct 2026

About

Give your agent a Qdrant vector database for semantic memory.

Details

uvx mcp-server-qdrant

Checked by plugmyagent · Sep 19, 2026

Source Back to MCP

PlugMyAgent ScorecardChecked Oct 2026

Well kept

Actively maintained, a modest community, no-key setup.

MaintenanceStrong

Last commit Sep 4, 2026.

Community adoptionFair

1.6k GitHub stars.

Setup effortStrong

No account or API key needed.

LicenseStrong

Open license: Apache-2.0.

Listing freshnessStrong

Checked by plugmyagent on Sep 19, 2026.

Rules: Methodology · Scores are never sold or adjusted for anyone.

Config for your agent

Pick your agent and copy the block into its MCP config file. The setup guide shows where that file lives for each agent.

{
  "mcpServers": {
    "qdrant": {
      "args": [
        "mcp-server-qdrant"
      ],
      "command": "uvx",
      "env": {
        "QDRANT_URL": "http://localhost:6333"
      }
    }
  }
}

{
  "mcpServers": {
    "qdrant": {
      "args": [
        "mcp-server-qdrant"
      ],
      "command": "uvx",
      "env": {
        "QDRANT_URL": "http://localhost:6333"
      }
    }
  }
}

[mcp_servers.qdrant]
command = "uvx"
args = ["mcp-server-qdrant"]
env = { QDRANT_URL = "http://localhost:6333" }

{
  "mcpServers": {
    "qdrant": {
      "args": [
        "mcp-server-qdrant"
      ],
      "command": "uvx",
      "env": {
        "QDRANT_URL": "http://localhost:6333"
      }
    }
  }
}

{
  "mcpServers": {
    "qdrant": {
      "args": [
        "mcp-server-qdrant"
      ],
      "command": "uvx",
      "env": {
        "QDRANT_URL": "http://localhost:6333"
      }
    }
  }
}

{
  "mcpServers": {
    "qdrant": {
      "args": [
        "mcp-server-qdrant"
      ],
      "command": "uvx",
      "env": {
        "QDRANT_URL": "http://localhost:6333"
      }
    }
  }
}

[mcp_servers.qdrant]
command = "uvx"
args = ["mcp-server-qdrant"]
env = { QDRANT_URL = "http://localhost:6333" }

{
  "servers": {
    "qdrant": {
      "args": [
        "mcp-server-qdrant"
      ],
      "command": "uvx",
      "env": {
        "QDRANT_URL": "http://localhost:6333"
      }
    }
  }
}

How to use it

Copy the config block above for your agent.
Paste it into your agent's MCP config file.
Restart your agent so it picks up the new server.
Ask your agent to use it.

Before you install

Is it free?: Qdrant is open source under the Apache-2.0 license and free to run. Check the source docs for whether the service it connects to needs an account.
What do I need first?: the uv tool from Astral (which provides uvx); values for QDRANT_URL (they go in the env block of the config).

If it does not show up

Fully quit and relaunch your agent app after editing the config. Closing the window is not always enough for desktop apps.
Check the JSON is valid: one trailing comma breaks the whole file. Our MCP Config Validator checks it in your browser.
If the log says "uvx: command not found", the runtime above is missing or the app cannot see your PATH. Install it, then relaunch the app.
If the server starts but every call fails, a credential is usually wrong or expired: QDRANT_URL.