Memory Server with Qdrant

v1.0.0Knowledge & Memorystable

Facilitates knowledge graph representation with semantic search using Qdrant, supporting OpenAI embeddings for semantic similarity and robust HTTPS integration with file-based graph persistence.

mcp-memory-server-with-qdrant-persistencemcpai-integration
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What is Memory Server with Qdrant?

Memory Server with Qdrant is a Model Context Protocol (MCP) server that allows AI assistants like Claude, Cursor, and VS Code to facilitates knowledge graph representation with semantic search using qdrant, supporting openai embeddings for semantic similarity and robust https integration with file-based graph persistence.

Facilitates knowledge graph representation with semantic search using Qdrant, supporting OpenAI embeddings for semantic similarity and robust HTTPS integration with file-based graph persistence.

This server falls under the Knowledge & Memory category on MCPgee, the world's largest MCP server directory with 33,000+ servers.

Features

  • Facilitates knowledge graph representation with semantic sea

Use Cases

Semantic knowledge graph search
Vector similarity matching
delorenj

Maintainer

LicenseMIT License
Languagetypescript
Versionv1.0.0
UpdatedN/A
Statushealthy
Maintenanceactive

Works with

ClaudeOpenAIwindowsmacoslinux

Installation

Manual Installation

npx mcp-memory-server-with-qdrant-persistence

Configuration

Configuration Details

Config File

claude_desktop_config.json

Performance

Response Metrics

Response Time< 200ms
ThroughputMedium

Resource Usage

Memory UsageLow
CPU UsageLow

Frequently Asked Questions about Memory Server with Qdrant

What is Memory Server with Qdrant?

Memory Server with Qdrant is a Model Context Protocol (MCP) server that facilitates knowledge graph representation with semantic search using qdrant, supporting openai embeddings for semantic similarity and robust https integration with file-based graph persistence. It connects AI assistants to external tools and data sources through a standardized interface.

How do I install Memory Server with Qdrant?

Follow the installation instructions on the Memory Server with Qdrant GitHub repository. Clone the repo, install dependencies, and add the server config to your AI client.

Which AI clients work with Memory Server with Qdrant?

Memory Server with Qdrant works with all major MCP-compatible AI clients including Claude Desktop, Claude Code, Cursor, VS Code (GitHub Copilot), Windsurf, and Cline.

Is Memory Server with Qdrant free to use?

Yes, Memory Server with Qdrant is open source and available under the MIT License license. You can use it freely in both personal and commercial projects.

Browse More Knowledge & Memory MCP Servers

Explore all knowledge & memory servers available in the MCPgee directory. Each server includes setup guides for Claude, Cursor, and VS Code.

Quick Config Preview

{ "mcpServers": { "mcp-memory-server-with-qdrant-persistence": { "command": "npx", "args": ["-y", "mcp-memory-server-with-qdrant-persistence"] } } }

Add this to your claude_desktop_config.json or .cursor/mcp.json

Read the full setup guide →

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