It's impressive how the MCP example in https://docs.vlm.run/mcp/examples/template-search search retains visual context across multiple images and tool calls. Unlike most chat interfaces, it enables seamless multi-step reasoning—like finding a logo in one image and tracking it in another—without losing state. This makes it ideal for building stateful, iterative visual workflows.