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AI 替代传统 GUI:基于 MCP 的 OBCloud 工作流(05)

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张小明

前端开发工程师

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AI 替代传统 GUI:基于 MCP 的 OBCloud 工作流(05)

作为一名与数据库密切相关且经验丰富的开发人员,在定位问题时,通常需要查看 OceanBase 实例。

在 OB Cloud 控制台中,用户可以查看 OceanBase 实例、租户、节点以及代理等信息。此外,控制台提供了多达几十甚至上百项的监控指标,用于观察是否存在异常情况。然而,用户往往需要通过逐级点击和逐步排查的方式进行定位。在某些情况下,用户还需要深入 OB Cloud 的诊断模块,排查 top sql、slow sql、可疑 sql 或高危 sql 等,以确定问题的可能位置。在经过上述两步操作后,通常还需继续深入数据库内部执行相关操作,进一步定位问题。此时,用户可能需要结合 OceanBase 官网文档查阅相关资料,以辅助思考并确定可能的搜索方向,从而定位问题。

回顾上述交互流程,可以看到一些问题(局限性)。

OB Cloud 管控台的 UI 界面,是面向所有用户的一个“通用性”的交互方案,为了满足信息架构的逻辑性,难免会牺牲操作的便捷性,举例来说,你的操作路径总是:

选择 obcloud 实例 -> 选择租户 -> 查看监控 -> 切换监控指标 -> 查看租户诊断 -> 筛选诊断信息
选择 obcloud 实例 -> 选择租户 -> 选择 unit -> 查看 unit 监控 -> 切换监控指标
在官网查文档则可以视为另一个重复的交互过程,直接查阅不可能命中你想要的答案,总是需要多次浏览、阅读文档,才能找到可能有效的方案。

从交互和查阅两个方面来看,用户实际上花费了大量时间在这些重复的操作上,而日常运维工作往往也遵循类似的流程。尽管在实际工作中,遇到问题的概率相对较小,很多时候用户只是想检查当前运行的实例和数据库是否存在异常,但完成这样一套重复的操作仍会耗费大量时间。

前端视角下 AI 为运维带来的变化和挑战
随着人工智能技术的兴起,尤其是近一年来 AI 的广泛应用,人们在遇到问题时的反应发生了显著变化。以往,人们可能会首先通过搜索引擎查找答案,而现在,他们更倾向于直接向 AI 助手(如DeepSeek)提问。

这是因为 AI 能够更高效地理解用户意图,并基于该意图整合出更符合用户需求的答案,从而在大多数场景下消除许多无效的交互过程。例如,当用户询问“牛肉怎么做才好吃”时,AI 能够准确地提供答案,而如果通过搜索引擎查找,用户可能需要浏览多个标题,甚至将多个来源的信息拼凑在一起才能找到满意的答案。

那么,AI可以为传统运维带来哪些改变?

AI替代传统GUI:OB Cloud MCP
在 AI 时代的人机交互中,数据才是核心要素。图形用户界面(GUI)的存在主要是为了帮助人们更好地理解数据。结合AI技术,我们可以利用大模型替代传统的图形界面,帮助用户理解数据。与上述 OB Cloud 的交互和查阅官网文档的过程相比,大模型可以取代中间的交互环节。

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