在人工智能向“自主智能体”演进的道路上,我们正见证一个关键的范式转移:大型语言模型(LLM)不再仅仅是文本生成器,而是逐渐成为能感知环境、调用工具并执行复杂任务的智能核心。然而,传统的“文本输入-文本输出”模式,在面对需要精密逻辑、实时数据可视化与复杂业务流操控的生产力场景时,其交互深度的局限性暴露无遗。为了连接模型与广阔的外部世界,模型上下文协议(Model Context Protocol, MCP) 应运而生,旨在标准化模型与工具之间的通信,降低生态适配成本。

一、MCP 的基石与交互瓶颈

MCP 通过宿主(Host)、客户端(Client)与服务器(Server)的三层架构,实现了关注点的分离与协议的标准化。在其基础模型中,工具(Tools)通常返回结构化数据或静态 Markdown 文本。虽然这解决了功能调用的问题,但在处理如多维财务报表、交互式工程图纸或实时监控仪表盘等任务时,用户体验出现了断层——智能体只能“描述”数据,用户无法直接“操作”数据。这种交互深度的缺失,成为提升 AI 生产力的主要障碍。

二、MCP Apps:交互式 UI 的引入

2025年底,由 Anthropic、OpenAI 及社区推动的 MCP Apps 扩展(代号 SEP-1865) 正式发布,旨在彻底突破这一瓶颈。其核心创新在于,允许 AI 对话线程内直接交付并运行完整的、交互式的 Web 应用程序。

MCP Apps 的本质,是存在于 AI 对话中的沙箱化 HTML5 应用。它并非定义新的 UI 语言,而是拥抱成熟的 Web 技术栈(HTML/JS/CSS)。在 SEP-1865 框架下,工具定义可通过 _meta.ui 字段声明一个指向 UI 资源(使用 ui:// 协议)的引用。当 LLM 调用此类工具时,宿主便能识别该声明,并从服务器拉取对应的 UI 捆绑包进行渲染。

与传统 MCP 工具相比,MCP Apps 带来了根本性的提升:

  • 输出介质:从静态文本/JSON 变为动态、可交互的应用程序。
  • 交互深度:从触发新一轮对话,扩展到支持点击、拖拽、表单校验等丰富的前端操作。
  • 通信模式:从单向的请求-响应,升级为基于 postMessage 的全双工 JSON-RPC 通道,实现实时双向通信。
  • 生命周期:从随工具执行结束而终止,变为可在整个对话上下文中持续存在并保持内部状态。

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