MCP Directory

qdrant

GitHub
Deployment

An official Model Context Protocol server for keeping and retrieving memories in the Qdrant vector search engine.

Overview

Capabilities

deployment

Direct install

Run the underlying MCP server directly — without Agent-CoreX routing.

uvx mcp-server-qdrant

Environment Variables

QDRANT_URLOptional
QDRANT_API_KEYOptional
COLLECTION_NAMEOptional
EMBEDDING_MODELOptional

Use with Agent-CoreX

Agent-CoreX intelligently routes which tools from qdrant your AI agent actually needs per request — reducing token usage and cost.

agent-corex.json

{
  "mcpServers": {
    "qdrant": {
      "command": "uvx",
      "args": [
        "mcp-server-qdrant"
      ]
    }
  }
}

Route qdrant intelligently

Connect in 2 minutes. Only pay for the tools your agent actually uses.

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Installation Guide

Use with Agent-CoreX

Recommended: intelligent tool routing, lower costs

uvx agent-corex mcp add qdrant

Agent-CoreX selects only the tools your agent needs, cutting token usage by up to 60%.

Direct Install

Use qdrant directly without routing

uvx mcp-server-qdrant

New to Agent-CoreX? View setup guide →

qdrant MCP Server — Agent-CoreX