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:

https://avg.163.com/topic/detail/12069880
https://avg.163.com/topic/detail/12069931
https://avg.163.com/topic/detail/12069933
https://avg.163.com/topic/detail/12070016
https://avg.163.com/topic/detail/12070001
https://avg.163.com/topic/detail/12070072
https://avg.163.com/topic/detail/12070078
https://avg.163.com/topic/detail/12070148
https://avg.163.com/topic/detail/12070292
https://avg.163.com/topic/detail/12070219
https://avg.163.com/topic/detail/12070371
https://avg.163.com/topic/detail/12070290
https://avg.163.com/topic/detail/12070440
https://avg.163.com/topic/detail/12070359
https://avg.163.com/topic/detail/12070512
https://avg.163.com/topic/detail/12070436
https://avg.163.com/topic/detail/12070586
https://avg.163.com/topic/detail/12069914
https://avg.163.com/topic/detail/12070650
https://avg.163.com/topic/detail/12069944
https://avg.163.com/topic/detail/12070730
https://avg.163.com/topic/detail/12070004
https://avg.163.com/topic/detail/12070781
https://avg.163.com/topic/detail/12070081
https://avg.163.com/topic/detail/12070964
https://avg.163.com/topic/detail/12070153
https://avg.163.com/topic/detail/12071024
https://avg.163.com/topic/detail/12070229
https://avg.163.com/topic/detail/12069916
https://avg.163.com/topic/detail/12070582
https://avg.163.com/topic/detail/12071108
https://avg.163.com/topic/detail/12070295
https://avg.163.com/topic/detail/12069946
https://avg.163.com/topic/detail/12070660
https://avg.163.com/topic/detail/12069878
https://avg.163.com/topic/detail/12070012
https://avg.163.com/topic/detail/12070721
https://avg.163.com/topic/detail/12070011
https://avg.163.com/topic/detail/12070082
https://avg.163.com/topic/detail/12070799
https://avg.163.com/topic/detail/12070077
https://avg.163.com/topic/detail/12070152
https://avg.163.com/topic/detail/12070885
https://avg.163.com/topic/detail/12070146
https://avg.163.com/topic/detail/12070226
https://avg.163.com/topic/detail/12070943
https://avg.163.com/topic/detail/12070225
https://avg.163.com/topic/detail/12070305
https://avg.163.com/topic/detail/12071016
https://avg.163.com/topic/detail/12070289
https://avg.163.com/topic/detail/12070369
https://avg.163.com/topic/detail/12071092
https://avg.163.com/topic/detail/12070363
https://avg.163.com/topic/detail/12070446
https://avg.163.com/topic/detail/12071170
https://avg.163.com/topic/detail/12070427
https://avg.163.com/topic/detail/12070513
https://avg.163.com/topic/detail/12071252
https://avg.163.com/topic/detail/12070499
https://avg.163.com/topic/detail/12070587
https://avg.163.com/topic/detail/12071320
https://avg.163.com/topic/detail/12070576
https://avg.163.com/topic/detail/12070658
https://avg.163.com/topic/detail/12069904
https://avg.163.com/topic/detail/12070362
https://avg.163.com/topic/detail/12071201
https://avg.163.com/topic/detail/12071402
https://avg.163.com/topic/detail/12070646
https://avg.163.com/topic/detail/12070719
https://avg.163.com/topic/detail/12069952
https://avg.163.com/topic/detail/12070441
https://avg.163.com/topic/detail/12071256
https://avg.163.com/topic/detail/12071481
https://avg.163.com/topic/detail/12070718
https://avg.163.com/topic/detail/12069866
https://avg.163.com/topic/detail/12071367
https://avg.163.com/topic/detail/12071568
https://avg.163.com/topic/detail/12070790
https://avg.163.com/topic/detail/12069927
https://avg.163.com/topic/detail/12071427
https://avg.163.com/topic/detail/12071651
https://avg.163.com/topic/detail/12070877
https://avg.163.com/topic/detail/12069996
https://avg.163.com/topic/detail/12071516
https://avg.163.com/topic/detail/12071793
https://avg.163.com/topic/detail/12070938
https://avg.163.com/topic/detail/12070067
https://avg.163.com/topic/detail/12071584
https://avg.163.com/topic/detail/12071870
https://avg.163.com/topic/detail/12071053
https://avg.163.com/topic/detail/12070138
https://avg.163.com/topic/detail/12071662
https://avg.163.com/topic/detail/12071948
https://avg.163.com/topic/detail/12071098
https://avg.163.com/topic/detail/12069870
https://avg.163.com/topic/detail/12070504
https://avg.163.com/topic/detail/12070801
https://avg.163.com/topic/detail/12070025
https://avg.163.com/topic/detail/12070210
https://avg.163.com/topic/detail/12071739
https://avg.163.com/topic/detail/12072024
https://avg.163.com/topic/detail/12071193
https://avg.163.com/topic/detail/12069925
https://avg.163.com/topic/detail/12070578
https://avg.163.com/topic/detail/12070881
https://avg.163.com/topic/detail/12070107
https://avg.163.com/topic/detail/12070282
https://avg.163.com/topic/detail/12070354
https://avg.163.com/topic/detail/12070651
https://avg.163.com/topic/detail/12070946
https://avg.163.com/topic/detail/12070160
https://avg.163.com/topic/detail/12070237
https://avg.163.com/topic/detail/12070332
https://avg.163.com/topic/detail/12070713
https://avg.163.com/topic/detail/12071015
https://avg.163.com/topic/detail/12071095
https://avg.163.com/topic/detail/12071171
https://avg.163.com/topic/detail/12070375
https://avg.163.com/topic/detail/12070786
https://avg.163.com/topic/detail/12070883
https://avg.163.com/topic/detail/12070424
https://avg.163.com/topic/detail/12071251
https://avg.163.com/topic/detail/12070433
https://avg.163.com/topic/detail/12070509
https://avg.163.com/topic/detail/12070579
https://avg.163.com/topic/detail/12071257
https://avg.163.com/topic/detail/12069877
https://avg.163.com/topic/detail/12069930
https://avg.163.com/topic/detail/12069998
https://avg.163.com/topic/detail/12070657
https://avg.163.com/topic/detail/12071361
https://avg.163.com/topic/detail/12071449
https://avg.163.com/topic/detail/12071517
https://avg.163.com/topic/detail/12070076
https://avg.163.com/topic/detail/12070725
https://avg.163.com/topic/detail/12070793
https://avg.163.com/topic/detail/12070873
https://avg.163.com/topic/detail/12071607
https://avg.163.com/topic/detail/12070149
https://avg.163.com/topic/detail/12070230
https://avg.163.com/topic/detail/12070287
https://avg.163.com/topic/detail/12070961
https://avg.163.com/topic/detail/12071669
https://avg.163.com/topic/detail/12071774
https://avg.163.com/topic/detail/12071924
https://avg.163.com/topic/detail/12070368
https://avg.163.com/topic/detail/12071051
https://avg.163.com/topic/detail/12071107
https://avg.163.com/topic/detail/12070941
https://avg.163.com/topic/detail/12070502
https://avg.163.com/topic/detail/12071395
https://avg.163.com/topic/detail/12069997
https://avg.163.com/topic/detail/12071191
https://avg.163.com/topic/detail/12069918
https://avg.163.com/topic/detail/12071990
https://avg.163.com/topic/detail/12070428
https://avg.163.com/topic/detail/12070517
https://avg.163.com/topic/detail/12070652
https://avg.163.com/topic/detail/12071281
https://avg.163.com/topic/detail/12069935
https://avg.163.com/topic/detail/12072088
https://avg.163.com/topic/detail/12069867
https://avg.163.com/topic/detail/12069932
https://avg.163.com/topic/detail/12070008
https://avg.163.com/topic/detail/12070711
https://avg.163.com/topic/detail/12071342
https://avg.163.com/topic/detail/12070009
https://avg.163.com/topic/detail/12070080
https://avg.163.com/topic/detail/12070151
https://avg.163.com/topic/detail/12070218
https://avg.163.com/topic/detail/12070069
https://avg.163.com/topic/detail/12070805
https://avg.163.com/topic/detail/12071424
https://avg.163.com/topic/detail/12071501
https://avg.163.com/topic/detail/12071580
https://avg.163.com/topic/detail/12069919
https://avg.163.com/topic/detail/12069953
https://avg.163.com/topic/detail/12070300
https://avg.163.com/topic/detail/12070143
https://avg.163.com/topic/detail/12070876
https://avg.163.com/topic/detail/12070947
https://avg.163.com/topic/detail/12071027
https://avg.163.com/topic/detail/12071660
https://avg.163.com/topic/detail/12071741
https://avg.163.com/topic/detail/12070007
https://avg.163.com/topic/detail/12070374
https://avg.163.com/topic/detail/12070217
https://avg.163.com/topic/detail/12070286
https://avg.163.com/topic/detail/12070358
https://avg.163.com/topic/detail/12069872
https://avg.163.com/topic/detail/12069928
https://avg.163.com/topic/detail/12069864
https://avg.163.com/topic/detail/12070084
https://avg.163.com/topic/detail/12070585
https://avg.163.com/topic/detail/12070653
https://avg.163.com/topic/detail/12070720
https://avg.163.com/topic/detail/12070432
https://avg.163.com/topic/detail/12070516
https://avg.163.com/topic/detail/12070013
https://avg.163.com/topic/detail/12069924
https://avg.163.com/topic/detail/12070156
https://avg.163.com/topic/detail/12070223
https://avg.163.com/topic/detail/12070308
https://avg.163.com/topic/detail/12070806
https://avg.163.com/topic/detail/12070882
https://avg.163.com/topic/detail/12070575
https://avg.163.com/topic/detail/12070142
https://avg.163.com/topic/detail/12070000
https://avg.163.com/topic/detail/12070070
https://avg.163.com/topic/detail/12070140
https://avg.163.com/topic/detail/12070367
https://avg.163.com/topic/detail/12070439
https://avg.163.com/topic/detail/12071812
https://avg.163.com/topic/detail/12071014
https://avg.163.com/topic/detail/12070554
https://avg.163.com/topic/detail/12071567
https://avg.163.com/topic/detail/12071643
https://avg.163.com/topic/detail/12070213
https://avg.163.com/topic/detail/12070288
https://avg.163.com/topic/detail/12070936
https://avg.163.com/topic/detail/12070649
https://avg.163.com/topic/detail/12070222
https://avg.163.com/topic/detail/12070293
https://avg.163.com/topic/detail/12070357
https://avg.163.com/topic/detail/12071716
https://avg.163.com/topic/detail/12071873
https://avg.163.com/topic/detail/12070366
https://avg.163.com/topic/detail/12071017
https://avg.163.com/topic/detail/12070724
https://avg.163.com/topic/detail/12070789
https://avg.163.com/topic/detail/12070866
https://avg.163.com/topic/detail/12070497
https://avg.163.com/topic/detail/12070584
https://avg.163.com/topic/detail/12070515
https://avg.163.com/topic/detail/12071892
https://avg.163.com/topic/detail/12071096
https://avg.163.com/topic/detail/12069886
https://avg.163.com/topic/detail/12069940
https://avg.163.com/topic/detail/12070002
https://avg.163.com/topic/detail/12070958
https://avg.163.com/topic/detail/12071025
https://avg.163.com/topic/detail/12070648
https://avg.163.com/topic/detail/12070589
https://avg.163.com/topic/detail/12071983
https://avg.163.com/topic/detail/12071172
https://avg.163.com/topic/detail/12071247
https://avg.163.com/topic/detail/12071327
https://avg.163.com/topic/detail/12071112
https://avg.163.com/topic/detail/12070068
https://avg.163.com/topic/detail/12071106
https://avg.163.com/topic/detail/12070807
https://avg.163.com/topic/detail/12070656
https://avg.163.com/topic/detail/12072058
https://avg.163.com/topic/detail/12069920
https://avg.163.com/topic/detail/12069950
https://avg.163.com/topic/detail/12070079
https://avg.163.com/topic/detail/12070150
https://avg.163.com/topic/detail/12071960
https://avg.163.com/topic/detail/12070510
https://avg.163.com/topic/detail/12071094
https://avg.163.com/topic/detail/12070629
https://avg.163.com/topic/detail/12070696
https://avg.163.com/topic/detail/12070839
https://avg.163.com/topic/detail/12070010
https://avg.163.com/topic/detail/12070087
https://avg.163.com/topic/detail/12070141
https://avg.163.com/topic/detail/12071198
https://avg.163.com/topic/detail/12070867
https://avg.163.com/topic/detail/12070727
https://avg.163.com/topic/detail/12070797
https://avg.163.com/topic/detail/12070890
https://avg.163.com/topic/detail/12071400
https://avg.163.com/topic/detail/12071194
https://avg.163.com/topic/detail/12070155
https://avg.163.com/topic/detail/12070216
https://avg.163.com/topic/detail/12071272
https://avg.163.com/topic/detail/12071029
https://avg.163.com/topic/detail/12071110
https://avg.163.com/topic/detail/12071190
https://avg.163.com/topic/detail/12070914
https://avg.163.com/topic/detail/12071002
https://avg.163.com/topic/detail/12071259
https://avg.163.com/topic/detail/12070310
https://avg.163.com/topic/detail/12070294
https://avg.163.com/topic/detail/12071370
https://avg.163.com/topic/detail/12071451
https://avg.163.com/topic/detail/12071503
https://avg.163.com/topic/detail/12071583
https://avg.163.com/topic/detail/12070959
https://avg.163.com/topic/detail/12071475
https://avg.163.com/topic/detail/12071073
https://avg.163.com/topic/detail/12071353
https://avg.163.com/topic/detail/12070372
https://avg.163.com/topic/detail/12070364
https://avg.163.com/topic/detail/12070431
https://avg.163.com/topic/detail/12070501
https://avg.163.com/topic/detail/12070572
https://avg.163.com/topic/detail/12071658
https://avg.163.com/topic/detail/12071020
https://avg.163.com/topic/detail/12071647
https://avg.163.com/topic/detail/12071242
https://avg.163.com/topic/detail/12071435
https://avg.163.com/topic/detail/12070435
https://avg.163.com/topic/detail/12070506
https://avg.163.com/topic/detail/12070583
https://avg.163.com/topic/detail/12071268
https://avg.163.com/topic/detail/12071368
https://avg.163.com/topic/detail/12071097
https://avg.163.com/topic/detail/12071717
https://avg.163.com/topic/detail/12071310
https://avg.163.com/topic/detail/12071531
https://avg.163.com/topic/detail/12071593
https://avg.163.com/topic/detail/12071680
https://avg.163.com/topic/detail/12071860
https://avg.163.com/topic/detail/12070655
https://avg.163.com/topic/detail/12070717
https://avg.163.com/topic/detail/12071437
https://avg.163.com/topic/detail/12071204
https://avg.163.com/topic/detail/12071794
https://avg.163.com/topic/detail/12071468
https://avg.163.com/topic/detail/12071621
https://avg.163.com/topic/detail/12071709
https://avg.163.com/topic/detail/12071790
https://avg.163.com/topic/detail/12070643
https://avg.163.com/topic/detail/12071808
https://avg.163.com/topic/detail/12070783
https://avg.163.com/topic/detail/12071518
https://avg.163.com/topic/detail/12071275
https://avg.163.com/topic/detail/12071868
https://avg.163.com/topic/detail/12071946
https://avg.163.com/topic/detail/12072028
https://avg.163.com/topic/detail/12071864
https://avg.163.com/topic/detail/12070726
https://avg.163.com/topic/detail/12071979
https://avg.163.com/topic/detail/12070863
https://avg.163.com/topic/detail/12071603
https://avg.163.com/topic/detail/12071356
https://avg.163.com/topic/detail/12071441
https://avg.163.com/topic/detail/12071500
https://avg.163.com/topic/detail/12071614
https://avg.163.com/topic/detail/12072011
https://avg.163.com/topic/detail/12072073
https://avg.163.com/topic/detail/12070214
https://avg.163.com/topic/detail/12072036
https://avg.163.com/topic/detail/12070580
https://avg.163.com/topic/detail/12071249
https://avg.163.com/topic/detail/12071328
https://avg.163.com/topic/detail/12071398
https://avg.163.com/topic/detail/12071683
https://avg.163.com/topic/detail/12071747
https://avg.163.com/topic/detail/12072140
https://avg.163.com/topic/detail/12069936
https://avg.163.com/topic/detail/12070296
https://avg.163.com/topic/detail/12070365
https://avg.163.com/topic/detail/12071685
https://avg.163.com/topic/detail/12071752
https://avg.163.com/topic/detail/12071833
https://avg.163.com/topic/detail/12071477
https://avg.163.com/topic/detail/12071563
https://avg.163.com/topic/detail/12070880
https://avg.163.com/topic/detail/12072120
https://avg.163.com/topic/detail/12070014
https://avg.163.com/topic/detail/12070075
https://avg.163.com/topic/detail/12070437
https://avg.163.com/topic/detail/12070581
https://avg.163.com/topic/detail/12070654
https://avg.163.com/topic/detail/12070729
https://avg.163.com/topic/detail/12071920
https://avg.163.com/topic/detail/12071991
https://avg.163.com/topic/detail/12071826
https://avg.163.com/topic/detail/12071929
https://avg.163.com/topic/detail/12072009
https://avg.163.com/topic/detail/12072093
https://avg.163.com/topic/detail/12070227
https://avg.163.com/topic/detail/12070285

Logo

有“AI”的1024 = 2048,欢迎大家加入2048 AI社区

更多推荐