Building a Local-First "Knowledge Brain" with p-agent and the Filesystem MCP

Many developers are hesitant to upload sensitive project data or personal notes to the cloud for RAG (Retrieval-Augmented Generation). The solution is a Local-First Agent: a system that lives and work