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About
Official Qdrant MCP server that turns any Qdrant collection into a semantic memory layer for AI agents. Supports create/list/delete collections, upsert points with payload, and hybrid search with filters. Runs against self-hosted Qdrant or Qdrant Cloud.
Example tools
Illustrative tool names — the actual tool set is defined by the server at runtime.
query
Run a read-only SQL query
list_tables
List tables in the connected database
describe_table
Return column info for a table
Screenshots
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Frequently Asked Questions
Common questions about Qdrant MCP.
- What is the Qdrant MCP server's primary function?
- The Qdrant MCP server transforms any Qdrant collection into a semantic memory layer for AI agents. It enables vector search and semantic memory capabilities for AI applications.
- How do I authenticate with the Qdrant MCP server?
- Authentication for the Qdrant MCP server uses an API key. You will need to provide this key when configuring your client to connect to the server.
- What operations can I perform with the Qdrant MCP server?
- This MCP supports creating, listing, and deleting collections. It also allows you to upsert points with associated payloads and perform hybrid searches with filters on your Qdrant data.
- Can I use the Qdrant MCP server with a self-hosted Qdrant instance?
- Yes, the Qdrant MCP server is designed to run against both self-hosted Qdrant installations and Qdrant Cloud deployments. This provides flexibility in your Qdrant infrastructure.
- What are the typical use cases for the Qdrant MCP server?
- Typical use cases involve providing vector search and semantic memory for AI agents, enabling agents to store, retrieve, and reason over information stored in Qdrant collections.
- Does using the Qdrant MCP server incur any costs?
- The cost of using the Qdrant MCP server depends on your underlying Qdrant deployment. This includes whether you self-host Qdrant or utilize Qdrant Cloud, and the scale of your usage.
Install Qdrant MCP
Claude Desktop
Add this to claude_desktop_config.json.
{
"mcpServers": {
"qdrant": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-qdrant"
]
}
}
}Cursor
Add this to ~/.cursor/mcp.json.
{
"mcpServers": {
"qdrant": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-qdrant"
]
}
}
}VS Code
Add this to your workspace settings.json.
{
"mcp.servers": {
"qdrant": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-qdrant"
]
}
}
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