Qdrant

Index / Data & Search / No. 045

DAT · Data & Search · Official server

Qdrant

Semantic memory layer on top of the Qdrant vector database.

Setup in README ↗Official page ↗Source ↗

Transport: Local (stdio)
Status: Official · Qdrant
Auth method: Qdrant URL (+ API key if required)QDRANT_URL
Scopes / permissions: Not documented
Last verified: Oct 15, 2026
Tools listed: 02

§1What it does

Qdrant's official MCP server stores and retrieves information in a Qdrant collection, acting as semantic memory for agents.

§2Setup

Run with uvx

QDRANT_URL="http://localhost:6333" \
COLLECTION_NAME="my-collection" \
uvx mcp-server-qdrant

Snippets adapted from the official documentation. Check the official page for current options and auth requirements.

§3Prompts to try

“Remember this code snippet for later.”
“Find notes related to rate limiting.”