SERVER

Qdrant MCP

Rank #10,352

io.github.avaazquezz/mcp-qdrant

Exposes the full Qdrant vector database API as 56 MCP tools, not just store/find.

2 versions

2 GitHub stars

by avaazquezz (2 servers)View repository ↗

First listed

Aug 31, 2026

Last publish date

Oct 20, 2026

PURPOSE

What you can do with Qdrant MCP

Qdrant MCP is a Model Context Protocol (MCP) server published by avaazquezz. It ranks #10,352 of 168,415 active servers on MCP Toplist, and its repository has 2 GitHub stars. Qdrant MCP is listed across 2 registries — Official MCP and Glama, with 2 tracked versions. It was first listed on Aug 31, 2026 and most recently updated on Oct 20, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Qdrant MCP can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Qdrant MCP

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

Declared by Glama, last synced Nov 4, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

QDRANT_URL · optional
QDRANT_API_KEY · optional
QDRANT_LOCAL_PATH · optional
QDRANT_MCP_TOOLSETS · optional
QDRANT_MCP_READ_ONLY · optional
QDRANT_MCP_MAX_LIMIT · optional

INSTALLATION AND FIRST TASK

Connect Qdrant MCP and confirm it works

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>" -e "QDRANT_MCP_MAX_LIMIT=<your QDRANT_MCP_MAX_LIMIT>" -- 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>"
QDRANT_MCP_MAX_LIMIT = "<your QDRANT_MCP_MAX_LIMIT>"

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>",
        "QDRANT_MCP_MAX_LIMIT": "<your QDRANT_MCP_MAX_LIMIT>"
      }
    }
  }
}

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>",
        "QDRANT_MCP_MAX_LIMIT": "<your QDRANT_MCP_MAX_LIMIT>"
      }
    }
  }
}

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>",
        "QDRANT_MCP_MAX_LIMIT": "<your QDRANT_MCP_MAX_LIMIT>"
      }
    }
  }
}

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>",
        "QDRANT_MCP_MAX_LIMIT": "<your QDRANT_MCP_MAX_LIMIT>"
      }
    }
  }
}

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>",
        "QDRANT_MCP_MAX_LIMIT": "<your QDRANT_MCP_MAX_LIMIT>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by avaazquezz

Qdrant RAG Build#19,876

View all avaazquezz servers →

No task-specific alternatives are catalogued for Qdrant MCPyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Aug 31, 2026
Latest version published: Oct 20, 2026
Version history: 2 versions tracked (below)
Requirements evidence: Declared by Glama, last synced Nov 4, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Nov 4, 2026

Registry sightings

Official MCP ↗listed since Sep 1, 2026 · still listed
Glama ↗listed since Sep 4, 2026 · still listed

Do you maintain Qdrant MCP? to correct or enrich this profile.

VERSIONS

Available versions (2)

Version	Published
2.6.0	Oct 20, 2026
1.0.1	Aug 31, 2026

STANDING

#10,352of 168,415 active serversTop 10%

Ranks ahead of 158,063 of 168,415 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

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 168,415" /></a>

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

FAQ

Frequently asked questions

Who maintains Qdrant MCP?: Qdrant MCP is maintained by avaazquezz, which publishes 2 MCP servers (2 total versions) 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 2 versions of Qdrant MCP, most recently published on Oct 20, 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.

Used in projects

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