The author built a shared knowledge base using the Model Context Protocol (MCP) to store setup details for various local LLMs. This KB lets new models instantly inherit configuration, eliminating repetitive re‑explanation. By centralizing prompts, tooling, and environment notes, the approach reduces onboarding overhead