Qdrant MCP Server
Qdrant's official MCP server: store and retrieve semantic memories in a Qdrant vector database.
Sources and review
Checked against public documentation on . Suitability guidance is our editorial judgment; this is not a performance benchmark or an endorsement.
Giving an assistant long-term semantic memory, or searching a code snippet library, backed by Qdrant.
About Qdrant MCP Server
Qdrant's official MCP server acts as a semantic memory layer on top of the Qdrant vector search engine, with tools to store information with optional metadata and to find relevant entries by meaning. It runs with uvx or Docker over stdio or SSE, and embeds text with a configurable FastEmbed model.
Qdrant MCP Server is an open-source project written primarily in Python, with 1.5k stars on GitHub. It was last updated in September 2026.
Add Qdrant MCP Server to your MCP client
Generated from the launch command in the project's README. Your client starts the server on demand.
Claude Code
claude mcp add qdrant-mcp-server -e QDRANT_URL=http://localhost:6333 -e COLLECTION_NAME=my-collection -- uvx mcp-server-qdrantCursor
{
"mcpServers": {
"qdrant-mcp-server": {
"command": "uvx",
"args": ["mcp-server-qdrant"],
"env": {
"QDRANT_URL": "http://localhost:6333",
"COLLECTION_NAME": "my-collection"
}
}
}
}VS Code
{
"servers": {
"qdrant-mcp-server": {
"type": "stdio",
"command": "uvx",
"args": ["mcp-server-qdrant"],
"env": {
"QDRANT_URL": "http://localhost:6333",
"COLLECTION_NAME": "my-collection"
}
}
}
}Claude Desktop
{
"mcpServers": {
"qdrant-mcp-server": {
"command": "uvx",
"args": ["mcp-server-qdrant"],
"env": {
"QDRANT_URL": "http://localhost:6333",
"COLLECTION_NAME": "my-collection"
}
}
}
}Codex
[mcp_servers.qdrant-mcp-server]
command = "uvx"
args = ["mcp-server-qdrant"]
env = { QDRANT_URL = "http://localhost:6333", COLLECTION_NAME = "my-collection" }Qdrant MCP Server vs. the alternatives
All 163 alternatives →| Record | Stars | Pricing | ||
|---|---|---|---|---|
| Qdrant MCP Serverthis listing | 1.5k | Python | Apache-2.0 | Open source |
| MCP Reference Servers | 91k | TypeScript | MIT AND Apache-2.0 | Open source |
| context7 | 62k | TypeScript | MIT | Open source |
| chrome-devtools-mcp | 53k | TypeScript | Apache-2.0 | Open source |
| Playwright MCP | 37k | TypeScript | Apache-2.0 | Open source |
| github-mcp-server | 33k | Go | MIT | Open source |
