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。


https://avg.163.com/topic/detail/12123189
https://avg.163.com/topic/detail/12123423
https://avg.163.com/topic/detail/12120003
https://avg.163.com/topic/detail/12120107
https://avg.163.com/topic/detail/12120259
https://avg.163.com/topic/detail/12120360
https://avg.163.com/topic/detail/12120489
https://avg.163.com/topic/detail/12120641
https://avg.163.com/topic/detail/12120740
https://avg.163.com/topic/detail/12120006
https://avg.163.com/topic/detail/12120134
https://avg.163.com/topic/detail/12120288
https://avg.163.com/topic/detail/12120410
https://avg.163.com/topic/detail/12120560
https://avg.163.com/topic/detail/12120661
https://avg.163.com/topic/detail/12120778
https://avg.163.com/topic/detail/12120913
https://avg.163.com/topic/detail/12120042
https://avg.163.com/topic/detail/12120197
https://avg.163.com/topic/detail/12120319
https://avg.163.com/topic/detail/12120435
https://avg.163.com/topic/detail/12120546
https://avg.163.com/topic/detail/12120706
https://avg.163.com/topic/detail/12120814
https://avg.163.com/topic/detail/12120950
https://avg.163.com/topic/detail/12120824
https://avg.163.com/topic/detail/12120932
https://avg.163.com/topic/detail/12121047
https://avg.163.com/topic/detail/12121171
https://avg.163.com/topic/detail/12121315
https://avg.163.com/topic/detail/12121412
https://avg.163.com/topic/detail/12121565
https://avg.163.com/topic/detail/12121695
https://avg.163.com/topic/detail/12121828
https://avg.163.com/topic/detail/12122071
https://avg.163.com/topic/detail/12122257
https://avg.163.com/topic/detail/12122423
https://avg.163.com/topic/detail/12122535
https://avg.163.com/topic/detail/12122757
https://avg.163.com/topic/detail/12123006
https://avg.163.com/topic/detail/12123171
https://avg.163.com/topic/detail/12123343
https://avg.163.com/topic/detail/12123734
https://avg.163.com/topic/detail/12123941
https://avg.163.com/topic/detail/12124117
https://avg.163.com/topic/detail/12124318
https://avg.163.com/topic/detail/12124372
https://avg.163.com/topic/detail/12121079
https://avg.163.com/topic/detail/12121201
https://avg.163.com/topic/detail/12121329
https://avg.163.com/topic/detail/12121434
https://avg.163.com/topic/detail/12121572
https://avg.163.com/topic/detail/12121711
https://avg.163.com/topic/detail/12121859
https://avg.163.com/topic/detail/12122028
https://avg.163.com/topic/detail/12122237
https://avg.163.com/topic/detail/12122427
https://avg.163.com/topic/detail/12122608
https://avg.163.com/topic/detail/12122791
https://avg.163.com/topic/detail/12123035
https://avg.163.com/topic/detail/12123275
https://avg.163.com/topic/detail/12123506
https://avg.163.com/topic/detail/12123660
https://avg.163.com/topic/detail/12123895
https://avg.163.com/topic/detail/12124001
https://avg.163.com/topic/detail/12124213
https://avg.163.com/topic/detail/12120141
https://avg.163.com/topic/detail/12120251
https://avg.163.com/topic/detail/12120361
https://avg.163.com/topic/detail/12120488
https://avg.163.com/topic/detail/12120614
https://avg.163.com/topic/detail/12120775
https://avg.163.com/topic/detail/12120869
https://avg.163.com/topic/detail/12120018
https://avg.163.com/topic/detail/12120151
https://avg.163.com/topic/detail/12120226
https://avg.163.com/topic/detail/12120384
https://avg.163.com/topic/detail/12120485
https://avg.163.com/topic/detail/12120617
https://avg.163.com/topic/detail/12120768
https://avg.163.com/topic/detail/12120877
https://avg.163.com/topic/detail/12123639
https://avg.163.com/topic/detail/12123880
https://avg.163.com/topic/detail/12120997
https://avg.163.com/topic/detail/12121153
https://avg.163.com/topic/detail/12121249
https://avg.163.com/topic/detail/12121401
https://avg.163.com/topic/detail/12121517
https://avg.163.com/topic/detail/12121627
https://avg.163.com/topic/detail/12121753
https://avg.163.com/topic/detail/12121958
https://avg.163.com/topic/detail/12122152
https://avg.163.com/topic/detail/12122324
https://avg.163.com/topic/detail/12122537
https://avg.163.com/topic/detail/12122755
https://avg.163.com/topic/detail/12123059
https://avg.163.com/topic/detail/12123177
https://avg.163.com/topic/detail/12123380
https://avg.163.com/topic/detail/12123550
https://avg.163.com/topic/detail/12123775
https://avg.163.com/topic/detail/12123930
https://avg.163.com/topic/detail/12124122
https://avg.163.com/topic/detail/12120046
https://avg.163.com/topic/detail/12120274
https://avg.163.com/topic/detail/12120422
https://avg.163.com/topic/detail/12120534
https://avg.163.com/topic/detail/12120677
https://avg.163.com/topic/detail/12120921
https://avg.163.com/topic/detail/12121052
https://avg.163.com/topic/detail/12121151
https://avg.163.com/topic/detail/12121287
https://avg.163.com/topic/detail/12121449
https://avg.163.com/topic/detail/12121532
https://avg.163.com/topic/detail/12121684
https://avg.163.com/topic/detail/12121805
https://avg.163.com/topic/detail/12122040
https://avg.163.com/topic/detail/12122222
https://avg.163.com/topic/detail/12122545
https://avg.163.com/topic/detail/12122765
https://avg.163.com/topic/detail/12122945
https://avg.163.com/topic/detail/12123430
https://avg.163.com/topic/detail/12123871
https://avg.163.com/topic/detail/12124076
https://avg.163.com/topic/detail/12124296
https://avg.163.com/topic/detail/12120859
https://avg.163.com/topic/detail/12121022
https://avg.163.com/topic/detail/12121134
https://avg.163.com/topic/detail/12121289
https://avg.163.com/topic/detail/12121390
https://avg.163.com/topic/detail/12121513
https://avg.163.com/topic/detail/12121043
https://avg.163.com/topic/detail/12121173
https://avg.163.com/topic/detail/12121307
https://avg.163.com/topic/detail/12121432
https://avg.163.com/topic/detail/12121530
https://avg.163.com/topic/detail/12121639
https://avg.163.com/topic/detail/12121767
https://avg.163.com/topic/detail/12122003
https://avg.163.com/topic/detail/12122211
https://avg.163.com/topic/detail/12122390
https://avg.163.com/topic/detail/12122711
https://avg.163.com/topic/detail/12122962
https://avg.163.com/topic/detail/12123258
https://avg.163.com/topic/detail/12123434
https://avg.163.com/topic/detail/12123603
https://avg.163.com/topic/detail/12123885
https://avg.163.com/topic/detail/12124024
https://avg.163.com/topic/detail/12124203
https://avg.163.com/topic/detail/12124287
https://avg.163.com/topic/detail/12124286
https://avg.163.com/topic/detail/12120999
https://avg.163.com/topic/detail/12121119
https://avg.163.com/topic/detail/12121239
https://avg.163.com/topic/detail/12121364
https://avg.163.com/topic/detail/12121486
https://avg.163.com/topic/detail/12121611
https://avg.163.com/topic/detail/12121741
https://avg.163.com/topic/detail/12121978
https://avg.163.com/topic/detail/12122116
https://avg.163.com/topic/detail/12122298
https://avg.163.com/topic/detail/12122488
https://avg.163.com/topic/detail/12122641
https://avg.163.com/topic/detail/12123065
https://avg.163.com/topic/detail/12123299
https://avg.163.com/topic/detail/12121630
https://avg.163.com/topic/detail/12121873
https://avg.163.com/topic/detail/12121962
https://avg.163.com/topic/detail/12122149
https://avg.163.com/topic/detail/12122356
https://avg.163.com/topic/detail/12122599
https://avg.163.com/topic/detail/12122748
https://avg.163.com/topic/detail/12123019
https://avg.163.com/topic/detail/12123150
https://avg.163.com/topic/detail/12123386
https://avg.163.com/topic/detail/12123541
https://avg.163.com/topic/detail/12123786
https://avg.163.com/topic/detail/12123937
https://avg.163.com/topic/detail/12124109
https://avg.163.com/topic/detail/12120040
https://avg.163.com/topic/detail/12120128
https://avg.163.com/topic/detail/12120248
https://avg.163.com/topic/detail/12120371
https://avg.163.com/topic/detail/12120491
https://avg.163.com/topic/detail/12120626
https://avg.163.com/topic/detail/12120764
https://avg.163.com/topic/detail/12120881
https://avg.163.com/topic/detail/12120994
https://avg.163.com/topic/detail/12121129
https://avg.163.com/topic/detail/12121243
https://avg.163.com/topic/detail/12121370
https://avg.163.com/topic/detail/12121498
https://avg.163.com/topic/detail/12121642
https://avg.163.com/topic/detail/12121966
https://avg.163.com/topic/detail/12122171
https://avg.163.com/topic/detail/12122344
https://avg.163.com/topic/detail/12122528
https://avg.163.com/topic/detail/12122742
https://avg.163.com/topic/detail/12123027
https://avg.163.com/topic/detail/12123192
https://avg.163.com/topic/detail/12123370
https://avg.163.com/topic/detail/12123749
https://avg.163.com/topic/detail/12123933
https://avg.163.com/topic/detail/12124137
https://avg.163.com/topic/detail/12120378
https://avg.163.com/topic/detail/12120495
https://avg.163.com/topic/detail/12120630
https://avg.163.com/topic/detail/12120771
https://avg.163.com/topic/detail/12120895
https://avg.163.com/topic/detail/12120985
https://avg.163.com/topic/detail/12121121
https://avg.163.com/topic/detail/12121403
https://avg.163.com/topic/detail/12121508
https://avg.163.com/topic/detail/12121651
https://avg.163.com/topic/detail/12121754
https://avg.163.com/topic/detail/12121972
https://avg.163.com/topic/detail/12122174
https://avg.163.com/topic/detail/12122325
https://avg.163.com/topic/detail/12122532
https://avg.163.com/topic/detail/12124015
https://avg.163.com/topic/detail/12123875
https://avg.163.com/topic/detail/12124176
https://avg.163.com/topic/detail/12124294
https://avg.163.com/topic/detail/12124291
https://avg.163.com/topic/detail/12124356
https://avg.163.com/topic/detail/12122774
https://avg.163.com/topic/detail/12123068
https://avg.163.com/topic/detail/12123196
https://avg.163.com/topic/detail/12123357
https://avg.163.com/topic/detail/12123537
https://avg.163.com/topic/detail/12123773
https://avg.163.com/topic/detail/12123938
https://avg.163.com/topic/detail/12124111
https://avg.163.com/topic/detail/12119998
https://avg.163.com/topic/detail/12120154
https://avg.163.com/topic/detail/12120228
https://avg.163.com/topic/detail/12120390
https://avg.163.com/topic/detail/12120498
https://avg.163.com/topic/detail/12120611
https://avg.163.com/topic/detail/12120738
https://avg.163.com/topic/detail/12120865
https://avg.163.com/topic/detail/12121018
https://avg.163.com/topic/detail/12121291
https://avg.163.com/topic/detail/12121398
https://avg.163.com/topic/detail/12121539
https://avg.163.com/topic/detail/12121669
https://avg.163.com/topic/detail/12121901
https://avg.163.com/topic/detail/12122381
https://avg.163.com/topic/detail/12122577
https://avg.163.com/topic/detail/12122761
https://avg.163.com/topic/detail/12122995
https://avg.163.com/topic/detail/12123167
https://avg.163.com/topic/detail/12123368
https://avg.163.com/topic/detail/12123552
https://avg.163.com/topic/detail/12123759
https://avg.163.com/topic/detail/12123935
https://avg.163.com/topic/detail/12124119
https://avg.163.com/topic/detail/12124238
https://avg.163.com/topic/detail/12124325
https://avg.163.com/topic/detail/12120072
https://avg.163.com/topic/detail/12120176
https://avg.163.com/topic/detail/12120318
https://avg.163.com/topic/detail/12120448
https://avg.163.com/topic/detail/12120563
https://avg.163.com/topic/detail/12120702
https://avg.163.com/topic/detail/12120835
https://avg.163.com/topic/detail/12120951
https://avg.163.com/topic/detail/12121075
https://avg.163.com/topic/detail/12121205
https://avg.163.com/topic/detail/12121450
https://avg.163.com/topic/detail/12121580
https://avg.163.com/topic/detail/12121718
https://avg.163.com/topic/detail/12121860
https://avg.163.com/topic/detail/12122051
https://avg.163.com/topic/detail/12122242
https://avg.163.com/topic/detail/12122437
https://avg.163.com/topic/detail/12122570
https://avg.163.com/topic/detail/12120065
https://avg.163.com/topic/detail/12120183
https://avg.163.com/topic/detail/12120299
https://avg.163.com/topic/detail/12120409
https://avg.163.com/topic/detail/12120555
https://avg.163.com/topic/detail/12120693
https://avg.163.com/topic/detail/12120812
https://avg.163.com/topic/detail/12120947
https://avg.163.com/topic/detail/12122790
https://avg.163.com/topic/detail/12121073
https://avg.163.com/topic/detail/12123031
https://avg.163.com/topic/detail/12121207
https://avg.163.com/topic/detail/12123278
https://avg.163.com/topic/detail/12121332
https://avg.163.com/topic/detail/12123393
https://avg.163.com/topic/detail/12121443
https://avg.163.com/topic/detail/12123596
https://avg.163.com/topic/detail/12121576
https://avg.163.com/topic/detail/12123826
https://avg.163.com/topic/detail/12121720
https://avg.163.com/topic/detail/12123987
https://avg.163.com/topic/detail/12121852
https://avg.163.com/topic/detail/12124166
https://avg.163.com/topic/detail/12122047
https://avg.163.com/topic/detail/12124273
https://avg.163.com/topic/detail/12120020
https://avg.163.com/topic/detail/12120140
https://avg.163.com/topic/detail/12120276
https://avg.163.com/topic/detail/12120398
https://avg.163.com/topic/detail/12120519
https://avg.163.com/topic/detail/12120662
https://avg.163.com/topic/detail/12120803
https://avg.163.com/topic/detail/12120888
https://avg.163.com/topic/detail/12121027
https://avg.163.com/topic/detail/12121154
https://avg.163.com/topic/detail/12121298
https://avg.163.com/topic/detail/12121438
https://avg.163.com/topic/detail/12121526
https://avg.163.com/topic/detail/12121686
https://avg.163.com/topic/detail/12121791
https://avg.163.com/topic/detail/12122027
https://avg.163.com/topic/detail/12122209
https://avg.163.com/topic/detail/12122383
https://avg.163.com/topic/detail/12122703
https://avg.163.com/topic/detail/12123004
https://avg.163.com/topic/detail/12123162
https://avg.163.com/topic/detail/12123405
https://avg.163.com/topic/detail/12123578
https://avg.163.com/topic/detail/12123837
https://avg.163.com/topic/detail/12124003
https://avg.163.com/topic/detail/12124146
https://avg.163.com/topic/detail/12122246
https://avg.163.com/topic/detail/12124264
https://avg.163.com/topic/detail/12122432
https://avg.163.com/topic/detail/12122574
https://avg.163.com/topic/detail/12122793
https://avg.163.com/topic/detail/12123028
https://avg.163.com/topic/detail/12123262
https://avg.163.com/topic/detail/12123490
https://avg.163.com/topic/detail/12123650
https://avg.163.com/topic/detail/12123795
https://avg.163.com/topic/detail/12124013
https://avg.163.com/topic/detail/12124201
https://avg.163.com/topic/detail/12120059
https://avg.163.com/topic/detail/12120182
https://avg.163.com/topic/detail/12120295
https://avg.163.com/topic/detail/12120429
https://avg.163.com/topic/detail/12120556
https://avg.163.com/topic/detail/12120694
https://avg.163.com/topic/detail/12120939
https://avg.163.com/topic/detail/12121054
https://avg.163.com/topic/detail/12121155
https://avg.163.com/topic/detail/12121285
https://avg.163.com/topic/detail/12121538
https://avg.163.com/topic/detail/12121661
https://avg.163.com/topic/detail/12121794
https://avg.163.com/topic/detail/12122053
https://avg.163.com/topic/detail/12122177
https://avg.163.com/topic/detail/12122398
https://avg.163.com/topic/detail/12122706
https://avg.163.com/topic/detail/12122955
https://avg.163.com/topic/detail/12123281
https://avg.163.com/topic/detail/12123493
https://avg.163.com/topic/detail/12123584
https://avg.163.com/topic/detail/12123812
https://avg.163.com/topic/detail/12123984
https://avg.163.com/topic/detail/12124151
https://avg.163.com/topic/detail/12124274
https://avg.163.com/topic/detail/12124337
https://avg.163.com/topic/detail/12120109
https://avg.163.com/topic/detail/12120266
https://avg.163.com/topic/detail/12120380
https://avg.163.com/topic/detail/12120513
https://avg.163.com/topic/detail/12120645
https://avg.163.com/topic/detail/12120736
https://avg.163.com/topic/detail/12120923
https://avg.163.com/topic/detail/12121011
https://avg.163.com/topic/detail/12121156
https://avg.163.com/topic/detail/12121261
https://avg.163.com/topic/detail/12121381
https://avg.163.com/topic/detail/12121552
https://avg.163.com/topic/detail/12121672
https://avg.163.com/topic/detail/12121912
https://avg.163.com/topic/detail/12122172
https://avg.163.com/topic/detail/12122662
https://avg.163.com/topic/detail/12122789
https://avg.163.com/topic/detail/12122973
https://avg.163.com/topic/detail/12123165
https://avg.163.com/topic/detail/12123496
https://avg.163.com/topic/detail/12123628
https://avg.163.com/topic/detail/12123815
https://avg.163.com/topic/detail/12123989
https://avg.163.com/topic/detail/12124148
https://avg.163.com/topic/detail/12124276
https://avg.163.com/topic/detail/12120056
https://avg.163.com/topic/detail/12120118
https://avg.163.com/topic/detail/12120270

Logo

有“AI”的1024 = 2048,欢迎大家加入2048 AI社区

更多推荐