Qdrant MCP runs on your own machine — the client starts it, so there is no endpoint to ping. 2 233 installs a week from pypi. Last commit 21 Oct 2026.
Exposes the full Qdrant vector database API as 56 MCP tools, not just store/find.
Today is the operative word: we check Qdrant MCP every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add mcp-qdrant -- uvx mcp-qdrant
{
"mcpServers": {
"mcp-qdrant": {
"command": "uvx",
"args": [
"mcp-qdrant"
]
}
}
}
[mcp_servers.mcp-qdrant]
command = "uvx"
args = ["mcp-qdrant"]
{
"mcpServers": {
"mcp-qdrant": {
"command": "uvx",
"args": [
"mcp-qdrant"
]
}
}
}
{
"servers": {
"mcp-qdrant": {
"type": "stdio",
"command": "uvx",
"args": [
"mcp-qdrant"
]
}
}
}
Optional settings from the registry entry, left out of the block above:
QDRANT_URL (Qdrant server URL, e.g. http://localhost:6333 (mutually exclusive with QDRANT_LOCAL_PATH)), QDRANT_API_KEY (Qdrant API key, if your instance requires one), QDRANT_LOCAL_PATH (Path to an embedded Qdrant instance, instead of a URL), QDRANT_MCP_TOOLSETS (Comma-separated toolsets to enable: core, search, payload, admin, snapshots, observability), QDRANT_MCP_READ_ONLY (Remove every tool not marked read-only from the registry), QDRANT_MCP_MAX_LIMIT (Largest number of points one tool call may ask for (minimum 30); bigger requests are refused, not cut).
Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools
MCP server exposing MySQL database functionalities as tools
EU cloud as MCP tools: VPS, databases, caches, storage, containers and more. Takes an API token.
MCP server for The Movie Database (TMDB) API
150+ SAP HANA database tools as MCP tools for AI assistants
Deploy full-stack apps with databases, storage, backups, logs, scaling, and rollback. 74 MCP tools.
MCP server for dbatools — exposes SQL Server management commands as MCP tools
The agent-native cloud: database, functions, AI, storage, computers. 51 tools, one API key.
Answers built from our own checks of this server.