从 MQTT 事件出发
通过 MQTT 消息触发智能体，使用权限受限的工具处理每个事件。
自然语言提示词 就绪
机械臂遥测数据超过 30 秒未更新时，通知值班人员。
智能体配置示例
- 触发条件
- factory/+/robot/+/telemetry
- 防抖设置
- 30 秒静默检测
- 工具
- brokertablesteams
- 执行操作
- 将事件上下文发送到值班 Teams 频道
为什么选择 EMQX Agents
从实时事件到智能响应
为每个信号补全上下文
结合当前遥测、历史数据和数据结构信息，辅助分析判断。
与数据就近运行
全托管运行于 EMQX Cloud，与数据位于同一 VPC。
核心能力
构建、连接、运行。
自然语言配置
描述任务，在部署前检查并完善生成的指令。
MQTT 原生触发
从 MQTT 消息开始，校验消息内容，并将结果发布到获准的主题。
遥测数据查询
通过 SQL 查询 EMQX Tables，对比读数并获取相关历史记录。
工具连接
通过受支持的 MCP 连接器，接入知识源和团队工具。
模板与技能
从模板开始，或复用团队已有指令，创建类似的智能体。
执行追踪与可观测性
查看执行状态、工具调用、Token 用量和报告的 LLM 成本。
'%3e%3crect%20width='152'%20height='130'%20x='20'%20y='52'%20fill='%23bbe2ff'%20rx='65'/%3e%3crect%20width='172'%20height='152'%20x='10'%20y='14'%20fill='%233186ff'%20rx='74'/%3e%3cmask%20id='d'%20width='172'%20height='152'%20x='10'%20y='14'%20maskUnits='userSpaceOnUse'%20style='mask-type:alpha'%3e%3crect%20width='172'%20height='152'%20x='10'%20y='14'%20fill='%233c90ff'%20rx='74'/%3e%3c/mask%3e%3cg%20filter='url(%23b)'%20mask='url(%23d)'%3e%3crect%20width='152'%20height='130'%20x='20'%20y='52'%20fill='url(%23e)'%20rx='65'/%3e%3c/g%3e%3cg%20clip-path='url(%23f)'%3e%3cpath%20stroke='%23fff'%20stroke-linecap='round'%20stroke-linejoin='round'%20stroke-width='12'%20d='m61%2090%2022.172%2022.172a4%204%200%200%200%205.656%200L138%2063'/%3e%3c/g%3e%3c/g%3e%3cdefs%3e%3cclipPath%20id='a'%3e%3cpath%20fill='%23fff'%20d='M0%200h192v192H0z'/%3e%3c/clipPath%3e%3cclipPath%20id='f'%3e%3cpath%20fill='%23fff'%20d='M44%2038h104v104H44z'/%3e%3c/clipPath%3e%3clinearGradient%20id='e'%20x1='96'%20x2='100.64'%20y1='166.9'%20y2='67.25'%20gradientUnits='userSpaceOnUse'%3e%3cstop%20offset='.01'%20stop-color='%23a9a8ff'/%3e%3cstop%20offset='.79'%20stop-color='%23a9a8ff'%20stop-opacity='0'/%3e%3c/linearGradient%3e%3cfilter%20id='b'%20width='176'%20height='154'%20x='8'%20y='40'%20color-interpolation-filters='sRGB'%20filterUnits='userSpaceOnUse'%3e%3cfeFlood%20flood-opacity='0'%20result='BackgroundImageFix'/%3e%3cfeBlend%20in='SourceGraphic'%20in2='BackgroundImageFix'%20result='shape'/%3e%3cfeGaussianBlur%20result='effect1_foregroundBlur_37601_9976'%20stdDeviation='6'/%3e%3c/filter%3e%3c/defs%3e%3c/svg%3e)
%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%2341b658;%20}%20.st1%20{%20fill:%20%2300b3ff;%20}%20.st2%20{%20fill:%20%23e3066a;%20}%20.st3%20{%20fill:%20%23fcc003;%20}%20%3c/style%3e%3c/defs%3e%3cg%3e%3cpath%20class='st2'%20d='M84.039,252.769c0,23.127-18.893,42.02-42.02,42.02S0,275.896,0,252.769s18.893-42.02,42.02-42.02h42.02v42.02Z'/%3e%3cpath%20class='st2'%20d='M105.212,252.769c0-23.127,18.893-42.02,42.02-42.02s42.02,18.893,42.02,42.02v105.212c0,23.127-18.893,42.02-42.02,42.02s-42.02-18.893-42.02-42.02c0,0,0-105.212,0-105.212Z'/%3e%3c/g%3e%3cg%3e%3cpath%20class='st1'%20d='M147.231,84.039c-23.127,0-42.02-18.893-42.02-42.02S124.104,0,147.231,0s42.02,18.893,42.02,42.02v42.02h-42.02Z'/%3e%3cpath%20class='st1'%20d='M147.231,105.212c23.127,0,42.02,18.893,42.02,42.02s-18.893,42.02-42.02,42.02H42.02c-23.127,0-42.02-18.893-42.02-42.02s18.893-42.02,42.02-42.02c0,0,105.212,0,105.212,0Z'/%3e%3c/g%3e%3cg%3e%3cpath%20class='st0'%20d='M315.961,147.231c0-23.127,18.893-42.02,42.02-42.02s42.02,18.893,42.02,42.02-18.893,42.02-42.02,42.02h-42.02v-42.02Z'/%3e%3cpath%20class='st0'%20d='M294.788,147.231c0,23.127-18.893,42.02-42.02,42.02s-42.02-18.893-42.02-42.02V42.02c0-23.127,18.893-42.02,42.02-42.02s42.02,18.893,42.02,42.02v105.212Z'/%3e%3c/g%3e%3cg%3e%3cpath%20class='st3'%20d='M252.769,315.961c23.127,0,42.02,18.893,42.02,42.02s-18.893,42.02-42.02,42.02-42.02-18.893-42.02-42.02v-42.02h42.02Z'/%3e%3cpath%20class='st3'%20d='M252.769,294.788c-23.127,0-42.02-18.893-42.02-42.02s18.893-42.02,42.02-42.02h105.212c23.127,0,42.02,18.893,42.02,42.02s-18.893,42.02-42.02,42.02h-105.212Z'/%3e%3c/g%3e%3c/svg%3e)
'/%3e%3cpath%20d='M63.7076%20110.284C60.8481%20113.885%2055.0502%20111.912%2054.9813%20107.314L53.9738%2040.0627L99.1935%2040.0627C107.384%2040.0627%20111.952%2049.5228%20106.859%2055.9374L63.7076%20110.284Z'%20fill='url(%23paint1_linear)'%20fill-opacity='0.2'/%3e%3cpath%20d='M45.317%202.07103C48.1765%20-1.53037%2053.9745%200.442937%2054.0434%205.041L54.4849%2072.2922H9.83113C1.64038%2072.2922%20-2.92775%2062.8321%202.1655%2056.4175L45.317%202.07103Z'%20fill='%233ECF8E'/%3e%3cdefs%3e%3clinearGradient%20id='paint0_linear'%20x1='53.9738'%20y1='54.974'%20x2='94.1635'%20y2='71.8295'%20gradientUnits='userSpaceOnUse'%3e%3cstop%20stop-color='%23249361'/%3e%3cstop%20offset='1'%20stop-color='%233ECF8E'/%3e%3c/linearGradient%3e%3clinearGradient%20id='paint1_linear'%20x1='36.1558'%20y1='30.578'%20x2='54.4844'%20y2='65.0806'%20gradientUnits='userSpaceOnUse'%3e%3cstop/%3e%3cstop%20offset='1'%20stop-opacity='0'/%3e%3c/linearGradient%3e%3c/defs%3e%3c/svg%3e)
%20-%20https://sketchapp.com%20--%3e%3ctitle%3eArtboard%3c/title%3e%3cdesc%3eCreated%20with%20Sketch.%3c/desc%3e%3cdefs%3e%3clinearGradient%20x1='50%25'%20y1='0%25'%20x2='50%25'%20y2='99.2583404%25'%20id='linearGradient-1'%3e%3cstop%20stop-color='%232AABEE'%20offset='0%25'%3e%3c/stop%3e%3cstop%20stop-color='%23229ED9'%20offset='100%25'%3e%3c/stop%3e%3c/linearGradient%3e%3c/defs%3e%3cg%20id='Artboard'%20stroke='none'%20stroke-width='1'%20fill='none'%20fill-rule='evenodd'%3e%3ccircle%20id='Oval'%20fill='url(%23linearGradient-1)'%20cx='500'%20cy='500'%20r='500'%3e%3c/circle%3e%3cpath%20d='M226.328419,494.722069%20C372.088573,431.216685%20469.284839,389.350049%20517.917216,369.122161%20C656.772535,311.36743%20685.625481,301.334815%20704.431427,301.003532%20C708.567621,300.93067%20717.815839,301.955743%20723.806446,306.816707%20C728.864797,310.92121%20730.256552,316.46581%20730.922551,320.357329%20C731.588551,324.248848%20732.417879,333.113828%20731.758626,340.040666%20C724.234007,419.102486%20691.675104,610.964674%20675.110982,699.515267%20C668.10208,736.984342%20654.301336,749.547532%20640.940618,750.777006%20C611.904684,753.448938%20589.856115,731.588035%20561.733393,713.153237%20C517.726886,684.306416%20492.866009,666.349181%20450.150074,638.200013%20C400.78442,605.66878%20432.786119,587.789048%20460.919462,558.568563%20C468.282091,550.921423%20596.21508,434.556479%20598.691227,424.000355%20C599.00091,422.680135%20599.288312,417.758981%20596.36474,415.160431%20C593.441168,412.561881%20589.126229,413.450484%20586.012448,414.157198%20C581.598758,415.158943%20511.297793,461.625274%20375.109553,553.556189%20C355.154858,567.258623%20337.080515,573.934908%20320.886524,573.585046%20C303.033948,573.199351%20268.692754,563.490928%20243.163606,555.192408%20C211.851067,545.013936%20186.964484,539.632504%20189.131547,522.346309%20C190.260287,513.342589%20202.659244,504.134509%20226.328419,494.722069%20Z'%20id='Path-3'%20fill='%23FFFFFF'%3e%3c/path%3e%3c/g%3e%3c/svg%3e)
产品优势
缩短从事件到响应的流程
减少人工跟进
自动完成数据查询、报告和通知，让团队专注于快速解决问题。
减少配套服务开发
减少重复工作流程所需的定制衔接代码、AWS Lambda 函数和服务器基础设施。
逐次检查，持续优化
通过结构化运行记录和审计追踪发现异常，优化智能体的响应方式。
应用场景
自动执行互联设备的工作流程
排查设备告警
结合近期遥测数据分析告警，为运维团队整理简报。
检测遥测异常
监控设备遥测数据，当滚动平均值超过阈值时发布告警。
分析设备离线事件
识别受影响的设备，查看近期消息，并通知相关团队。
补充设备事件信息
在转发事件到其他服务前，补充历史读数和相关知识。
汇总运维事件
收到事件后，查询近期遥测数据、汇总上下文，并向团队发送简报。
常见问题
常见问题
EMQX Agents 是 EMQX Cloud 上用于构建和运行 AI 智能体的全托管服务。智能体可响应 MQTT 事件或处理单次任务，结合已连接的数据和工具完成工作流程。
可以。智能体可通过 Broker 连接器，将命令发布到获准的 MQTT 主题。您需要配置主题权限，并在部署前检查工作流程。查看 MQTT 控制说明。
EMQX Agents 负责管理底层 LLM。智能体可使用 EMQX Broker、Tables 和 Fleets 连接器，以及 Snowflake、Teams、Supabase 等受支持的外部工具。查看连接器目录。
打开运行历史，查看状态、耗时、工具活动和用量。每次运行都有时间线，您可以在对话中调整行为，并按需重新部署。
EMQX Agents 的 Starter 方案支持 Google Cloud。公开测试期间，Agents 使用免费，所连接的 EMQX 服务和外部工具可能另行收费。查看当前可用范围。