Turns a user-defined goal into a structured multi-tool workflow. It scans context, discovers available tools (skills, MCP servers, CLI tools, scripts, project commands), builds an execution plan, coordinates execution, handles blockers, verifies results, and returns a concise operational report. Use when a task spans multiple tools or steps and needs orchestration, planning, and verification.