Reuse companion MCP tools inside the existing AI assistant. Instruction mode stays a single-turn rewrite; Agent mode searches and organizes notes, renders replies as Markdown with clickable note links, and confirms writes. Closing the panel starts a fresh thread, with an opt-in resume of the last chat.