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MCP Server for Qdrant

MCP Server for Qdrant

Public
Jimmy974/mcp-server-qdrant

Model Context Protocol server for storing and semantically searching text with metadata in a Qdrant vector database, featuring FastEmbed integration, environment-based configuration, and Docker support.

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May 30, 2025
Updated Jun 4, 2025

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MCP Server

Unlock the full potential of MCP Server for Qdrant through LangDB's AI Gateway. Get enterprise-grade security, analytics, and seamless integration with zero configuration.

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Configuration Requirements
API Key
Configure authentication and required variables to access this MCP server
Required Environment Variables
QDRANT_API_KEY
Optional
string

Your API key for Qdrant

QDRANT_URL
Optional
string

The URL of the Qdrant server

Default: http://localhost:6333
EMBEDDING_PROVIDER
Optional
string

The embedding provider to use

Default: fastembed
COLLECTION_NAME
Optional
string

The name of the collection in Qdrant

Default: memories
EMBEDDING_MODEL
Optional
string

The embedding model to use

Default: sentence-transformers/all-MiniLM-L6-v2

Security Notice

Your environment variables and credentials are securely stored and encrypted. LangDB never shares these configuration values with third parties.

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