We’ve significantly expanded Outline’s built‑in MCP (Model Context Protocol) support. AI assistants can now work with richer tools, including patching documents, moving and deleting documents and collections, working with attachments, and creating and resolving inline comments. Responses from MCP now include more context, such as document breadcrumbs, summaries, and suggested titles, so AI integrations can feel more aware of your workspace structure.