I turned 1,700 ebooks collecting digital dust in Calibre into a searchable knowledge base for Claude. Using Python, ChromaDB, and MCP servers, I built a system that lets Claude access my entire library—from security references to business books—delivering specific citations instead of generic AI responses. Here’s how I did it, what broke, and why personal knowledge infrastructure matters more than ever.
