MCPower is a Model Context Protocol (MCP) server that enables powerful semantic search capabilities over your document collections. It simplifies the process of turning folders of text and markdown files into AI-powered, searchable knowledge bases using FAISS vector embeddings and sentence transformers. With a user-friendly drag-and-drop web interface and a programmatic API, MCPower provides lightning-fast, intelligent matching beyond traditional keyword search, making it ideal for documentation sites, knowledge bases, or chatbot context.