RAG Builder Skill

Build the RAG (Retrieval-Augmented Generation) server using Qdrant.

Overview

The RAG server provides vector search capabilities for the workspace:

• Document ingestion with chunking
• Semantic search across collections
• Multi-project isolation via collections

Prerequisites

pip install qdrant-client sentence-transformers mcp fastembed

Using the MCP Server