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MCP Memory Server with Qdrant Persistence

MCP Memory Server with Qdrant Persistence

Public
delorenj/mcp-qdrant-memory

Provides a Model Context Protocol server offering graph-based knowledge representation with semantic search powered by OpenAI embeddings and Qdrant vector database, featuring file persistence, entity management, HTTPS support, and Docker deployment.

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May 30, 2025
Updated Jun 4, 2025

Supercharge Your AI with MCP Memory Server with Qdrant Persistence

MCP Server

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

Unified API Access
Complete Tracing
Instant Setup
Get Started Now

Free tier available • No credit card required

Instant Setup
99.9% Uptime
10,000+Monthly Requests
Configuration Requirements
API Key
Configure authentication and required variables to access this MCP server
Required Environment Variables
OPENAI_API_KEY
Optional
string

OpenAI API key for generating embeddings

QDRANT_API_KEY
Optional
string

Qdrant API key (if authentication is enabled)

QDRANT_COLLECTION_NAME
Optional
string

Name of the Qdrant collection to use

QDRANT_URL
Optional
string

Qdrant server URL (supports both HTTP and HTTPS)

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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