Qdrant MCP Server

Store and recall memories in a Qdrant vector database

★ Stars1.6k1,551 on GitHub
Last commit11 Aug 2026
LicenceApache-2.0SPDX, from the repository
View on GitHub ↗

From GitHub, fetched 19 Oct 2026.

Qdrant's server with two simple tools, store and find, that act as a semantic memory layer on top of a Qdrant collection.

At a glance

Runs asLocal
TypeMCP server
Maintained byOfficial
Installuvx mcp-server-qdrant

Sources: github.com/qdrant/mcp-server-qdrant, checked 19 Oct 2026. “Runs as” is from this listing. Blank means we haven't found it in official docs yet, not that it's unsupported.

In collections

Related tools

MCP Toolbox for Databases

Databases

Google's open-source server for many SQL and NoSQL databases

Stars
★ 16.7k
Licence
Apache-2.0
Updated
  • MCP server
  • Official
P

Postgres MCP Pro

Databases

Postgres access plus health checks and index tuning

Stars
★ 3.4k
Licence
MIT
Updated
  • MCP server
  • Community

Supabase MCP Server

Databases

Manage Supabase projects, tables, migrations and logs

Stars
★ 3k
Licence
Apache-2.0
Updated
  • MCP server
  • Official
M

MySQL MCP Server

Databases

Inspect schemas and run queries on MySQL

Stars
★ 2.2k
Licence
MIT
Updated
  • MCP server
  • Community

MongoDB MCP Server

Databases

Query MongoDB and manage Atlas from an agent

Stars
★ 1.1k
Licence
Apache-2.0
Updated
  • MCP server
  • Official

Neo4j MCP servers

Databases

Cypher queries, graph memory and Aura management for Neo4j

Stars
★ 989
Licence
MIT
Updated
  • MCP server
  • Official