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。


https://avg.163.com/topic/detail/11758686
https://avg.163.com/topic/detail/11758809
https://avg.163.com/topic/detail/11758926
https://avg.163.com/topic/detail/11759155
https://avg.163.com/topic/detail/11759293
https://avg.163.com/topic/detail/11759422
https://avg.163.com/topic/detail/11759538
https://avg.163.com/topic/detail/11759617
https://avg.163.com/topic/detail/11759756
https://avg.163.com/topic/detail/11760000
https://avg.163.com/topic/detail/11760007
https://avg.163.com/topic/detail/11757293
https://avg.163.com/topic/detail/11757575
https://avg.163.com/topic/detail/11757676
https://avg.163.com/topic/detail/11757816
https://avg.163.com/topic/detail/11757930
https://avg.163.com/topic/detail/11757995
https://avg.163.com/topic/detail/11758295
https://avg.163.com/topic/detail/11758377
https://avg.163.com/topic/detail/11758543
https://avg.163.com/topic/detail/11758655
https://avg.163.com/topic/detail/11758731
https://avg.163.com/topic/detail/11758881
https://avg.163.com/topic/detail/11758964
https://avg.163.com/topic/detail/11759073
https://avg.163.com/topic/detail/11759416
https://avg.163.com/topic/detail/11759528
https://avg.163.com/topic/detail/11759644
https://avg.163.com/topic/detail/11759743
https://avg.163.com/topic/detail/11759901
https://avg.163.com/topic/detail/11758564
https://avg.163.com/topic/detail/11758715
https://avg.163.com/topic/detail/11758817
https://avg.163.com/topic/detail/11758970
https://avg.163.com/topic/detail/11759158
https://avg.163.com/topic/detail/11759282
https://avg.163.com/topic/detail/11759408
https://avg.163.com/topic/detail/11759573
https://avg.163.com/topic/detail/11759635
https://avg.163.com/topic/detail/11759737
https://avg.163.com/topic/detail/11759911
https://avg.163.com/topic/detail/11757302
https://avg.163.com/topic/detail/11757439
https://avg.163.com/topic/detail/11757670
https://avg.163.com/topic/detail/11757796
https://avg.163.com/topic/detail/11757866
https://avg.163.com/topic/detail/11758006
https://avg.163.com/topic/detail/11758102
https://avg.163.com/topic/detail/11758224
https://avg.163.com/topic/detail/11758329
https://avg.163.com/topic/detail/11758464
https://avg.163.com/topic/detail/11758594
https://avg.163.com/topic/detail/11758693
https://avg.163.com/topic/detail/11758795
https://avg.163.com/topic/detail/11758915
https://avg.163.com/topic/detail/11759074
https://avg.163.com/topic/detail/11759144
https://avg.163.com/topic/detail/11759269
https://avg.163.com/topic/detail/11759402
https://avg.163.com/topic/detail/11759541
https://avg.163.com/topic/detail/11759612
https://avg.163.com/topic/detail/11759772
https://avg.163.com/topic/detail/11759895
https://avg.163.com/topic/detail/11759972
https://avg.163.com/topic/detail/11759999
https://avg.163.com/topic/detail/11757283
https://avg.163.com/topic/detail/11757411
https://avg.163.com/topic/detail/11757555
https://avg.163.com/topic/detail/11757661
https://avg.163.com/topic/detail/11757774
https://avg.163.com/topic/detail/11757872
https://avg.163.com/topic/detail/11758012
https://avg.163.com/topic/detail/11758097
https://avg.163.com/topic/detail/11758214
https://avg.163.com/topic/detail/11758334
https://avg.163.com/topic/detail/11758435
https://avg.163.com/topic/detail/11758581
https://avg.163.com/topic/detail/11758671
https://avg.163.com/topic/detail/11758788
https://avg.163.com/topic/detail/11758933
https://avg.163.com/topic/detail/11759070
https://avg.163.com/topic/detail/11759147
https://avg.163.com/topic/detail/11759272
https://avg.163.com/topic/detail/11759424
https://avg.163.com/topic/detail/11759525
https://avg.163.com/topic/detail/11759638
https://avg.163.com/topic/detail/11759759
https://avg.163.com/topic/detail/11759968
https://avg.163.com/topic/detail/11757282
https://avg.163.com/topic/detail/11757368
https://avg.163.com/topic/detail/11757259
https://avg.163.com/topic/detail/11757405
https://avg.163.com/topic/detail/11757528
https://avg.163.com/topic/detail/11757651
https://avg.163.com/topic/detail/11757752
https://avg.163.com/topic/detail/11757994
https://avg.163.com/topic/detail/11758132
https://avg.163.com/topic/detail/11758242
https://avg.163.com/topic/detail/11758367
https://avg.163.com/topic/detail/11758456
https://avg.163.com/topic/detail/11758578
https://avg.163.com/topic/detail/11758673
https://avg.163.com/topic/detail/11758815
https://avg.163.com/topic/detail/11758952
https://avg.163.com/topic/detail/11759061
https://avg.163.com/topic/detail/11759192
https://avg.163.com/topic/detail/11759290
https://avg.163.com/topic/detail/11759421
https://avg.163.com/topic/detail/11757286
https://avg.163.com/topic/detail/11757370
https://avg.163.com/topic/detail/11757494
https://avg.163.com/topic/detail/11757616
https://avg.163.com/topic/detail/11757750
https://avg.163.com/topic/detail/11757856
https://avg.163.com/topic/detail/11758278
https://avg.163.com/topic/detail/11758537
https://avg.163.com/topic/detail/11758756
https://avg.163.com/topic/detail/11758877
https://avg.163.com/topic/detail/11758962
https://avg.163.com/topic/detail/11759078
https://avg.163.com/topic/detail/11759187
https://avg.163.com/topic/detail/11759323
https://avg.163.com/topic/detail/11759386
https://avg.163.com/topic/detail/11759591
https://avg.163.com/topic/detail/11759618
https://avg.163.com/topic/detail/11759865
https://avg.163.com/topic/detail/11759969
https://avg.163.com/topic/detail/11759998
https://avg.163.com/topic/detail/11760004
https://avg.163.com/topic/detail/11758023
https://avg.163.com/topic/detail/11758145
https://avg.163.com/topic/detail/11758221
https://avg.163.com/topic/detail/11758405
https://avg.163.com/topic/detail/11758555
https://avg.163.com/topic/detail/11758685
https://avg.163.com/topic/detail/11758804
https://avg.163.com/topic/detail/11758907
https://avg.163.com/topic/detail/11759055
https://avg.163.com/topic/detail/11759163
https://avg.163.com/topic/detail/11759413
https://avg.163.com/topic/detail/11759520
https://avg.163.com/topic/detail/11759619
https://avg.163.com/topic/detail/11759769
https://avg.163.com/topic/detail/11759919
https://avg.163.com/topic/detail/11759965
https://avg.163.com/topic/detail/11757510
https://avg.163.com/topic/detail/11757624
https://avg.163.com/topic/detail/11757772
https://avg.163.com/topic/detail/11757871
https://avg.163.com/topic/detail/11758108
https://avg.163.com/topic/detail/11758261
https://avg.163.com/topic/detail/11758400
https://avg.163.com/topic/detail/11758461
https://avg.163.com/topic/detail/11758712
https://avg.163.com/topic/detail/11758802
https://avg.163.com/topic/detail/11758891
https://avg.163.com/topic/detail/11758918
https://avg.163.com/topic/detail/11757493
https://avg.163.com/topic/detail/11759519
https://avg.163.com/topic/detail/11759296
https://avg.163.com/topic/detail/11757648
https://avg.163.com/topic/detail/11759630
https://avg.163.com/topic/detail/11759405
https://avg.163.com/topic/detail/11757719
https://avg.163.com/topic/detail/11759746
https://avg.163.com/topic/detail/11759740
https://avg.163.com/topic/detail/11759015
https://avg.163.com/topic/detail/11757867
https://avg.163.com/topic/detail/11759903
https://avg.163.com/topic/detail/11759955
https://avg.163.com/topic/detail/11759253
https://avg.163.com/topic/detail/11758007
https://avg.163.com/topic/detail/11759367
https://avg.163.com/topic/detail/11758083
https://avg.163.com/topic/detail/11759485
https://avg.163.com/topic/detail/11758232
https://avg.163.com/topic/detail/11759595
https://avg.163.com/topic/detail/11758375
https://avg.163.com/topic/detail/11759727
https://avg.163.com/topic/detail/11758459
https://avg.163.com/topic/detail/11759838
https://avg.163.com/topic/detail/11758588
https://avg.163.com/topic/detail/11759958
https://avg.163.com/topic/detail/11758677
https://avg.163.com/topic/detail/11758829
https://avg.163.com/topic/detail/11758924
https://avg.163.com/topic/detail/11759065
https://avg.163.com/topic/detail/11759152
https://avg.163.com/topic/detail/11759274
https://avg.163.com/topic/detail/11759433
https://avg.163.com/topic/detail/11759539
https://avg.163.com/topic/detail/11759613
https://avg.163.com/topic/detail/11759774
https://avg.163.com/topic/detail/11757254
https://avg.163.com/topic/detail/11757414
https://avg.163.com/topic/detail/11757526
https://avg.163.com/topic/detail/11757614
https://avg.163.com/topic/detail/11757740
https://avg.163.com/topic/detail/11757838
https://avg.163.com/topic/detail/11758011
https://avg.163.com/topic/detail/11758105
https://avg.163.com/topic/detail/11758203
https://avg.163.com/topic/detail/11758310
https://avg.163.com/topic/detail/11758466
https://avg.163.com/topic/detail/11758546
https://avg.163.com/topic/detail/11758796
https://avg.163.com/topic/detail/11757277
https://avg.163.com/topic/detail/11758910
https://avg.163.com/topic/detail/11757395
https://avg.163.com/topic/detail/11759063
https://avg.163.com/topic/detail/11757240
https://avg.163.com/topic/detail/11757357
https://avg.163.com/topic/detail/11757481
https://avg.163.com/topic/detail/11757596
https://avg.163.com/topic/detail/11757709
https://avg.163.com/topic/detail/11757557
https://avg.163.com/topic/detail/11757830
https://avg.163.com/topic/detail/11757658
https://avg.163.com/topic/detail/11757781
https://avg.163.com/topic/detail/11757912
https://avg.163.com/topic/detail/11757988
https://avg.163.com/topic/detail/11758089
https://avg.163.com/topic/detail/11758198
https://avg.163.com/topic/detail/11758349
https://avg.163.com/topic/detail/11758574
https://avg.163.com/topic/detail/11758664
https://avg.163.com/topic/detail/11758816
https://avg.163.com/topic/detail/11758913
https://avg.163.com/topic/detail/11759071
https://avg.163.com/topic/detail/11759171
https://avg.163.com/topic/detail/11759305
https://avg.163.com/topic/detail/11759202
https://avg.163.com/topic/detail/11759466
https://avg.163.com/topic/detail/11759304
https://avg.163.com/topic/detail/11759428
https://avg.163.com/topic/detail/11757329
https://avg.163.com/topic/detail/11757457
https://avg.163.com/topic/detail/11757544
https://avg.163.com/topic/detail/11757677
https://avg.163.com/topic/detail/11757805
https://avg.163.com/topic/detail/11758047
https://avg.163.com/topic/detail/11758134
https://avg.163.com/topic/detail/11758286
https://avg.163.com/topic/detail/11758386
https://avg.163.com/topic/detail/11758632
https://avg.163.com/topic/detail/11758738
https://avg.163.com/topic/detail/11758838
https://avg.163.com/topic/detail/11758940
https://avg.163.com/topic/detail/11759175
https://avg.163.com/topic/detail/11759311
https://avg.163.com/topic/detail/11759430
https://avg.163.com/topic/detail/11759553
https://avg.163.com/topic/detail/11759637
https://avg.163.com/topic/detail/11757943
https://avg.163.com/topic/detail/11758062
https://avg.163.com/topic/detail/11758181
https://avg.163.com/topic/detail/11758301
https://avg.163.com/topic/detail/11758417
https://avg.163.com/topic/detail/11758536
https://avg.163.com/topic/detail/11758760
https://avg.163.com/topic/detail/11758870
https://avg.163.com/topic/detail/11758999
https://avg.163.com/topic/detail/11759109
https://avg.163.com/topic/detail/11759219
https://avg.163.com/topic/detail/11759328
https://avg.163.com/topic/detail/11759412
https://avg.163.com/topic/detail/11759562
https://avg.163.com/topic/detail/11759706
https://avg.163.com/topic/detail/11759826
https://avg.163.com/topic/detail/11759918
https://avg.163.com/topic/detail/11759976
https://avg.163.com/topic/detail/11757449
https://avg.163.com/topic/detail/11757567
https://avg.163.com/topic/detail/11757681
https://avg.163.com/topic/detail/11757811
https://avg.163.com/topic/detail/11757907
https://avg.163.com/topic/detail/11758030
https://avg.163.com/topic/detail/11758171
https://avg.163.com/topic/detail/11758274
https://avg.163.com/topic/detail/11758418
https://avg.163.com/topic/detail/11758492
https://avg.163.com/topic/detail/11758616
https://avg.163.com/topic/detail/11758746
https://avg.163.com/topic/detail/11758836
https://avg.163.com/topic/detail/11758943
https://avg.163.com/topic/detail/11759053
https://avg.163.com/topic/detail/11759153
https://avg.163.com/topic/detail/11759308
https://avg.163.com/topic/detail/11759441
https://avg.163.com/topic/detail/11759565
https://avg.163.com/topic/detail/11759872
https://avg.163.com/topic/detail/11759946
https://avg.163.com/topic/detail/11759561
https://avg.163.com/topic/detail/11759643
https://avg.163.com/topic/detail/11759549
https://avg.163.com/topic/detail/11759620
https://avg.163.com/topic/detail/11759738
https://avg.163.com/topic/detail/11759926
https://avg.163.com/topic/detail/11759984
https://avg.163.com/topic/detail/11757431
https://avg.163.com/topic/detail/11757503
https://avg.163.com/topic/detail/11757656
https://avg.163.com/topic/detail/11757792
https://avg.163.com/topic/detail/11757878
https://avg.163.com/topic/detail/11757973
https://avg.163.com/topic/detail/11758084
https://avg.163.com/topic/detail/11758202
https://avg.163.com/topic/detail/11758397
https://avg.163.com/topic/detail/11758487
https://avg.163.com/topic/detail/11758563
https://avg.163.com/topic/detail/11758678
https://avg.163.com/topic/detail/11758801
https://avg.163.com/topic/detail/11758917
https://avg.163.com/topic/detail/11759031
https://avg.163.com/topic/detail/11759185
https://avg.163.com/topic/detail/11759294
https://avg.163.com/topic/detail/11759443
https://avg.163.com/topic/detail/11759555
https://avg.163.com/topic/detail/11759616
https://avg.163.com/topic/detail/11759778
https://avg.163.com/topic/detail/11759768
https://avg.163.com/topic/detail/11759877
https://avg.163.com/topic/detail/11759951
https://avg.163.com/topic/detail/11759783
https://avg.163.com/topic/detail/11759915
https://avg.163.com/topic/detail/11759874
https://avg.163.com/topic/detail/11759961
https://avg.163.com/topic/detail/11757244
https://avg.163.com/topic/detail/11757349
https://avg.163.com/topic/detail/11757469
https://avg.163.com/topic/detail/11757591
https://avg.163.com/topic/detail/11757355
https://avg.163.com/topic/detail/11757467
https://avg.163.com/topic/detail/11757593
https://avg.163.com/topic/detail/11757820
https://avg.163.com/topic/detail/11757940
https://avg.163.com/topic/detail/11758058
https://avg.163.com/topic/detail/11758178
https://avg.163.com/topic/detail/11758290
https://avg.163.com/topic/detail/11758392
https://avg.163.com/topic/detail/11758513
https://avg.163.com/topic/detail/11758621
https://avg.163.com/topic/detail/11758737
https://avg.163.com/topic/detail/11758995
https://avg.163.com/topic/detail/11759115
https://avg.163.com/topic/detail/11759335
https://avg.163.com/topic/detail/11757280
https://avg.163.com/topic/detail/11757396
https://avg.163.com/topic/detail/11757499
https://avg.163.com/topic/detail/11757640
https://avg.163.com/topic/detail/11757798
https://avg.163.com/topic/detail/11757903
https://avg.163.com/topic/detail/11757976
https://avg.163.com/topic/detail/11758125
https://avg.163.com/topic/detail/11758235
https://avg.163.com/topic/detail/11757256
https://avg.163.com/topic/detail/11757402
https://avg.163.com/topic/detail/11757518
https://avg.163.com/topic/detail/11757613
https://avg.163.com/topic/detail/11757734
https://avg.163.com/topic/detail/11757840
https://avg.163.com/topic/detail/11758017
https://avg.163.com/topic/detail/11758199
https://avg.163.com/topic/detail/11758314
https://avg.163.com/topic/detail/11758478
https://avg.163.com/topic/detail/11758610
https://avg.163.com/topic/detail/11758713
https://avg.163.com/topic/detail/11758825
https://avg.163.com/topic/detail/11757251
https://avg.163.com/topic/detail/11757369
https://avg.163.com/topic/detail/11757516
https://avg.163.com/topic/detail/11757639
https://avg.163.com/topic/detail/11757735
https://avg.163.com/topic/detail/11757846
https://avg.163.com/topic/detail/11757982
https://avg.163.com/topic/detail/11758107
https://avg.163.com/topic/detail/11758201
https://avg.163.com/topic/detail/11758316
https://avg.163.com/topic/detail/11758463
https://avg.163.com/topic/detail/11758668
https://avg.163.com/topic/detail/11758895
https://avg.163.com/topic/detail/11759009
https://avg.163.com/topic/detail/11757711
https://avg.163.com/topic/detail/11757832
https://avg.163.com/topic/detail/11757945
https://avg.163.com/topic/detail/11758067
https://avg.163.com/topic/detail/11758183
https://avg.163.com/topic/detail/11758302
https://avg.163.com/topic/detail/11758414
https://avg.163.com/topic/detail/11758541

Logo

有“AI”的1024 = 2048,欢迎大家加入2048 AI社区

更多推荐