A self-hosted MCP (Model Context Protocol) server that gives AI coding assistants persistent, cross-workspace memory. Each machine/tool/project gets its own workspace; all workspaces are readable by any connected AI, but writes are scoped -- creating a **federated** knowledge graph that grows with every session.