Memory Qdrant MCP

What it does

Memory Qdrant MCP provides a comprehensive memory bank for AI agents. It uses the Qdrant vector database to store and retrieve project context, architectural decisions, progress logs, and system patterns using semantic search.

Tools

• log_memory: Store a memory entry to the vector database.
• query_memory: Perform semantic search through memory entries.
• log_decision: Log architectural or project decisions with reasoning.
• log_progress: Track milestones and project progress.
• analyze_conversation: Extract insights from conversation messages.
• export_memory_to_markdown: Back up memories to markdown files.

Installation

To integrate with Claude Desktop, add the following to your claude_desktop_config.json:

{
  "mcpServers": {
    "memory-qdrant-mcp": {
      "command": "npx",
      "args": ["memory-qdrant-mcp"],
      "env": {
        "QDRANT_URL": "http://localhost:6333",
        "EMBEDDING_PROVIDER": "openrouter",
        "OPENROUTER_API_KEY": "your_openrouter_key_here"
      }
    }
  }
}

Supported hosts

• Claude
• VS Code Copilot
• Roo
• Cursor