Qdrant
The Qdrant MCP server provides semantic memory capabilities by integrating the Qdrant vector search engine with language models through the Model Context Protocol. It offers two main tools: `qdrant-store` for persisting information with optional metadata into Qdrant collections, and `qdrant-find` for retrieving semantically relevant information through vector search queries. The server solves the problem of enabling LLMs to maintain and access persistent, semantically-indexed memory across conversations by acting as a memory layer on top of a vector database.
- GitHub stars
- 1.4K
- tools
- 2
- last updated
- Mar 10, 2026
Tools
2 toolsPublic tool metadata for what this MCP can expose to an agent.
qdrant-storeStore some information in the Qdrant database
Store some information in the Qdrant database
No parameter schema in public metadata yet.
qdrant-findRetrieve relevant information from the Qdrant database
Retrieve relevant information from the Qdrant database
No parameter schema in public metadata yet.
Sponsors
Agent CaffeineSponsoredClose your lid, come back to finished work
SnugSponsoredThe clipboard manager for the AI eraPromote your product hereReach 125k+ visitors monthly
WaxSponsoredBlock anything with supervision, without erasing your iPhonePromote your product hereReach 125k+ visitors monthly
knobsSponsoredSee your site on any phone, any day, in any languageReadme
mcp-server-qdrant: A Qdrant MCP server
The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you're building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need.
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
Overview
An official Model Context Protocol server for keeping and retrieving memories in the Qdrant vector search engine. It acts as a semantic memory layer on top of the Qdrant database.
Components
Tools
Details
- Repository
- github.com/qdrant/mcp-server-qdrant
- Category
- AI & LLM Tools
Related AI & LLM Tools MCP servers
View all
Ori Memoryaayoawoyemi/ori-mnemosPersistent memory infrastructure for AI agents. Identity, knowledge graph, and search.0stars
3D AI Agent Avatarnirholas/three.ws3D AI Agent Avatar — render any GLB, give it a Solana wallet, a voice, and pump.fun powers.269stars
Neural Memorynhadaututtheky/neural-memoryPersistent memory for AI agents — 55 MCP tools, spreading activation recall.202stars
OMEGA Memoryomega-memory/omega-memoryPersistent memory, coordination, and learning for AI agents. Local-first, 25 MCP tools.158stars
MCP Memory Gatewayigorganapolsky/mcp-memory-gatewayPre-action gates that block AI agents from repeating known mistakes.23stars
Infomaniak Mcp Agentmogacode-ma/infomaniak-mcp-agentUnofficial Infomaniak MCP — hosting, Node.js, mail, DNS, kDrive, SSL, VPS, domains. 81 tools.8stars