{
  "text": "这个我们可以去看一下规则。\n接下来我们来讲一下Codex MCP核心协议配置与业务系统无复集成。\n那么MCP的话叫做模型上下文协议。\n它主要的话是用于把模型连接到工具和上下文。\n比如说用的什么场景呢?\n那之前比如说大家公司里面有一些业务系统。\n那这种系统的话它其实是不对外提供服务的。\n仅仅是给内部去用的\n但是的话\n我们大模型的话\n是无法很方便的去访问到这些工具或者服务的\n那于是乎\nOtholopit这个公司的话\n他就提出了一种规范叫做MCP\n那么为了更方便的\n把我们的这个大模型和工具上下文连接起来\n那于是乎就有了这么一个协议\n他主要解决的一个场景的话\n就是我们这个模型怎么样跟工具连接的一个问题\n那这个协议的话\n主要是通过啊\n有一下这种方式\n一个的话是\nSDDIO啊\n这是它的一个协议\n就是比如说有些服务\n它是以本地进程的方式去运行的啊\n我们想以这种方式去访问它啊\n通过进程间的这种访问\n就这个只是在我们这个服务器上面运行\n也不需要做一个网络通信\n那这个就是它的一个SDDIO的这种方式啊\n然后还有一种方式叫做\nHTTP Server\n那么这种方式的话\n就是我们常说的这个SSE\n那么比如说我们的有一些服务\n它是对外提供的\n像一些这个查询天气\n教育一些API\n这都是公共的一些服务\n那外部想要访问到我们这个MCP Server的话\n它得通过一个域名或者IP\n通过HTTP的这种协议的方式\n去连接上来\n所以目前\n用的比较多的两个场景的话\n一个就是本地的这种\nMCP服务器的一个访问\n还有的话就是一个\n外部的这种访问啊\n主要就是这几种\n那么Codex在这个里面的话啊\n它也是支持了\nMCP server的这么一个连接\n那我们等一下就\n以实战的方式给大家讲一下\n首先这个MCP server\n应该怎么来搭建\n然后其次的话\n我们在Codex里面\n怎么样去调用MCP服务啊\n包括查看当前有哪些MCP服务\n那么Codex的话\n它的一个MCP配置的话\n其实是存放在一个叫\nconfig.tom文件里面\n这个文件的话\n一般是在\n大家啊\n如果你没有设置过Codex\n它的一个home环境变量的话\n默认的话\n它就是在当前的登录用户下面啊\n当前的登录用户下面\n有一个叫.codex的一个目录\n然后这个目录下面有一个叫\nconfig.tom文件\n那这个文件的话\n主要\n他可以存储一些配置\n就是Codex这个整个一个应用\n他的一些核心的一些配置的话\n都在这个里面\n那我们的mcp\n他其实也可以在这个里面去配置\n那这里面我们就给大家看一下\n那这个配置文件的话\n大家就打开你当前登录用户的那个home\n那个主目录\n然后找到一个叫.codex的一个目录\n然后我们就可以看到一个叫config.tome文件\n那我们这里面去搜一下\n这里面你看\n就有我之前配置好的一些\nMCP服务\n这是我之前写的一些\n测试的一些case\n那在这个里面我们可以看到\n它首先有一个\n这个叫做MCP Server的\n这么一个前缀\n是吧\n用这种中括号的这种方式\n把它去约定好\n这个就是MCP Server的一个名称\n然后MCP Server\n这个是一个STDIO协议的\n就是本地进程运行的这种MCP服务\n那么它的一个运行的命令的话\n就执行一个python命令\n所以我们这个mcp server\n它主要就是通过这么一段\nhello mcp server.python\n这个脚本的方式去运行\n所以我们等下给它演示的话\n主要就是基于这个\n我们的一个本地进程\n当然我们也可以去写HTTP的这种协议\n那这样的话\n你就要用SSE的这么一个通讯协议\n这个一般是做\n对外提供API的这种场景\n就是你的这个\nMCB服务要对外提供服务\n要有域名\n要有公网的一个IP\n把它发布到这个服务器上面去\n这个就用的比较多一点\n如果大家只是本地去\n做一些MCB服务的一些工具的话\n那你直接用\n这个SCDIO的这种方式就可以了\n比如说就是跑一个命令什么样的\n比如说我们现在起来一个\nPython的这个服务是吧\n那我想在本地去运行\n那你会把它封装成一个\nMCP的一个server\n这样的话它就\n也能跑起来\n那这个MCP server的话\n应该是怎么样一个搭建方式呢\n首先的话\n这个里面我们要去做一些\n这个配置\n那么\n这个的话大家可以在\n插件里面啊\n就是你可以在Coser或者VSCode里面\n装一个Codex插件啊\n我这已经装好了这么一个插件了\n这个插件的话\n装好之后大家打开这个codex\n就在这个里面\n一般在这个里面\n我们会找到一个codex\n找到之后的话\n接下来就是\n你看在这里面有一个齿轮的一个图标设置\n然后设置里面有一个codex search\n然后我们点开page\n这样就大家可以找到这个config.tom\n然后在这个地方你看\n他还有一个菜单叫做mcp服务器\n让我们点开\n你看现在就是我配好的\n那你可以针对这些个mcp server的话\n给它启用啊\n你看启用完了之后\n其实就是在这个里面改一个配置啊\n它这个enable true force\n是吧\n就相当于在这里改\n你看我现在都把它启用了\n然后就是\n我再重启一下拓展功能\n啊\n这个是重新加载插件啊\n有时候不生效的话\n大家就可以去点一下\n然后呃\n加载完之后的话\n这里面啊\n它这个插件的话会重新激活\n这里我们要稍微等待一下\n正常我们是不需要冲击的\n如果大家遇到这个MCB服务\n加载有问题是吧\n你可以去点一下\n重新加载这个拓展插件啊\n然后在这个里面\n我们配好之后的话\n我们继续打开刚刚那个page\n然后大家看\n这个是不是都变成处了是吧\n然后你现在给他\n我们可以把它全部给他进入掉啊\n进入掉之后\n你看我们现在是都变成force\n是吧\n这个就是MCB server的一个\n开启\n然后还有这个关闭\n但这个是有图形化界面的\n大家其实你也可以通过\n这个终端命令来操作\n比如说我们现在打开一个\n终端\n然后切换到\n我们切换到第一盘上面去\n然后\n之前有一个Codex目录\n然后在这个里面\n我们可以输入Codex\n进去之后\n我们输入反斜杠啊\n然后mcp\n然后大家看啊\n你说mcp之后\n你就可以看到我们当前的一些mcp的一些工具是吧\n但是我现在不都把它关闭了吗\n所以它是available的啊\n就是没有没有啊\nno available\n就是没有可用的啊\n好那接下来我们就来从零到一给他写一个非常简单的一个mcp server\n那写mcp server的话啊\n大家如果是第一次写的话\n其实也很简单\n你可以直接让这个\n这个Codex帮你去写一个mcp server\n比如说我们现在就建一个文件夹\n叫做mcp server\n然后我们在这个目录里面。\n这里面啊\n我们就直接在这个Codex里面\n直接就这样去对话了\n或者大家你直接在这个里面啊\n我们之前这个桌面板\n其实也已经启用了\n是吧\n或者大家你在这个终端里面也可以啊\n那我们就切换到那个目录里面去写吧\n切换到mcp server这个目录里面\n我们启动Codex\n让他把mcp的这个服务啊\n开发到这个mole里面去\n然后你就这么跟他说\n我们先写一个简单的小case\n帮我实现一个mcp\nserv\n名称叫做file manage\nmanage mcp\n或者就叫serv\n这个我就是主要是用来去管理当前文件的\n那么就是叫 server\n主要用于\n我就不加这个 server\n就叫 file manager 吧\n主要用于这个\n本地\n文件管理\n就是我可以搭建一个 mcp server\n然后外面是吧\n连接进来的话\n主要可以去操作一些文件\n那我们就\n让它实现一下\n这个就是我们基于这个Codex\n让它帮我们去开发一个MCP server\n你看它这个里面的话\n就会去把这个风格给写清楚\n就是它会按照MCP server的一个接入方式\n然后去做一个pitch\n你看它会建一个node.js的一个MCP server\n所以它是基于node.js\n这个就实现\n因为我这里没有指定实现的方式\n所以大家比如说\n你如果想用python去实现的话\n也是可以的\n因为我之前在这个项目里面\n立的规范是用node.js的一些技术站\n所以的话\n所以它默认帮我们会优先\n用node.js的一些技术去做\n所以大家有具体的一个要求的话\n你也可以去提\n就是让它按照某个方式\n你看它默认就是用了\n这个JRPC\nSTDIO的这种方式\n所以这个就是他默认的一个实现方式\n然后他会写到\n这个有一个MCP\nServer的这个目入里面去\n现在还正在开发\n所以这个其实是一个\n你可以看到他整个的一个实现过程\n其实没有那么麻烦\n然后其实我们等一下\n开发完之后的话\n我们就可以做一个配置了\n做一个配置了\n当然大家也其实可以用\n这个外网的一些MCP server\n是吧\n就是别人给我写好的一些这个server\n行不行呢\n你看就是我可以把\n这个免费的这个MCP server\n给它加进来\n是吧\n这个是其他开发者提供的一个\ncontext7的一个MCP\n那我们可以通过这个命令横啊\n给它加入进来\n这里面我们让他去开发\n然后我们这里再开一个窗口\n给大家演示两种\n一种是我们自己开发\n还有一种是我们这个自己去用别人的是吧\n然后切换到这个Codex\n好\n这个然后我们就给他加一下\n你看现在已经加成功了\n然后我们进入到这个Codex\n输入这个mcp\n那现在正在加载\n你看这个刚刚还没有是吧\n这个是我们刚刚加进来的\n是不是就有了\n但是它是未授权的\n因为这个是一个第三方的一个服务是吧\n所以这个是没有支持的啊\n就是你要去用的话\n它可能要做一些授权处理\n好\n那你就比如说我们刚刚加进来\n这个context7的话\n你要去使用它\n就比如说调用context\n你或者你就直接问他\ncontext7\n这个mcp5\n主要的用途是什么\n你就直接问他\n因为你也不知道他的一个用法\n是吧\n你看这个是就是给编码助手提供\n最新的第三方库框架文档\n实力代码\n他主要就是比如说去查询一些库文档的一些用法\n比如说你去问\n应该怎么样去写\n是吧\n那我们就比如说你就我们就随便问他\n你就把这个问题丢给他\n调用context7mcp服务\n然后去把这个问题丢给他就完了\n那么他就开始可以去调用这个服务了\n这个就是我们在整个的一个\ncodex 里面去怎么调用这个服务\n调用其实很简单\n就把它正常当工具去使用就可以了\n你看这个里面\n我们他查询到的一些内容是不是就出来了\n这个就是一个MCP服务的一个使用\n然后我们回头再到这个里面去看一下\n你看这个服务是不是就进来了是吧\n方便是启用的一个状态\n这个就是MCP server 的一个使用啊\n我们再回头看一下刚刚那个写完的一个\n我们自己搭的一个MCP server\n这个该怎么样去配置是吧\n怎么去使用啊\n其实也很简单\n我们看一下这个目录\n首先在这个你看这个mcp server里面\n我们这里再给他建个文件夹吧\n因为他都把它放到里面去了\nmcp server\n那我专门建一个文件夹\n叫做file manager\n是吧\n然后把它移进去啊\n然后接下来一个问题就是\n哎我现在这个mcp写完了是吧\n那我接下来应该怎么来去用呢\n对吧\n这个是基于node.js写的一个mcp服务\n你看这些个内容\n他也帮我都实现了\n接下来这个怎么来用呢\n那就是配置的问题\n配置这一块的话\n大家就是有其实有几种方式\n第一种\n如果你对这个配置文件比较熟的话\n你直接在这个里面去配就可以了\n就是他这里面就是配置文件\n你把它复制粘贴一下\n这个mcp server\n这里面就相当于就已经生效了\n是吧\n但是啊\n这里这种方式的话\n大家第一次你如果不熟的话\n你可能会配置出错\n那怎么办呢\n其实也很简单啊\n你就直接Codex去提问就可以了\n就是你直接让Codex帮你去配置就完了\n是吧\n那我们在\n因为我刚刚建了一个目的\n所以我要切换到这个\n这个里面去啊\nmcp server\n然后再切换到file manager\n然后放到外面吧\n在这个里面啊\n然后我在这个里面去切换Codex\n好\n然后接下来你就很简单了啊\n你就直接这么说\n请帮我交\nfile\nmanager\n配置到\n配置成mc codex的mcp服务就可以了。\n就这么跟他说\n他会自动的去分析的啊\n应该怎么来配\n加到配置文件里面\n你看他会去分析啊\n他不是一下来就直接给你配了啊\n他得分析一下\n你当前这个是不是一个标准的MCP server\n是吧\n能不能啊\n能不能用\n他得分析一下这个基本的逻辑有没有问题吧\n不是一上来就给你配了啊\n配完不能用\n他是不行的\n所以Cortex的一个智能之处就是在于\n他会帮你去验证啊\n验证这个MCP server里面到底能不能用\n是吧\n如果不能用的话\n他可能会报一些错误\n所以这个里面你看\n他就发现了一些问题啊\n比如说这个readme少了一层fire manager\n他会按实际的这个路口来配置\n是吧\n然后包括一些执行时候啊\n可能一些进程\n可能会有一些权限的一些问题\n那他都会帮你去处理啊\n按照他的一个指引去操作就可以了\n所以整个啊\n我们其实都可以让AI来帮我们完成\n但是的话\n大家需要知道\n他整个一个逻辑啊\n比如说这个mcp配置文件在哪里\n怎么来配\n应该是怎么一个规范\n遇到问题之后啊\n因为AI他其实也不能保证说\n就都没问题了是吧\n有些情况下\n他解决不了的问题\n还是需要我们人为去排查\n纠正再给他一些建议的\n如果大家不理解这个整个的一个\n配置逻辑的话\n你后面其实也不太好去解决这些问题啊\n所以AI确实能帮我们干活\n但是我们还是需要人为去做一个审查\n做一些这个指导\n是吧\n这样的话\n我们的这个效率的话才会高\n你看现在他们是不是就把我们配好了\n他在这个POM里面145行\n我们找一下\n145行\n你看是不是现在把我们配好了\nFile Manager\n然后是基于Node.js的方式去运行的\n然后核心的话就是去执行这个js\n是吧\n然后已经启用了\n并且的话\n你看他还帮我们验证了\n这个是最关键的\n就这个MACP服务到底能不能用\n后再次帮我们考虑的非常完善\n保证它是可以正常启动的\n并且的话\n这个状态是enabled\n然后PowerShare拦截了NPM.PS\n所以他把它优化一下\n因为PowerShare会有一个权限\n就是不能随便去运行\n所以他会用NPM.CMD\n因为这个权限的话会更高\n但是因为咱们这个是管理员模式\n所以应该也没什么问题\n然后就是我们再看一下\n买些-mcp服务\n看一下刚刚那个已经有没有配置成功\n你看fire manager\n是不是就OK了\n然后这个fire manager到底能干嘛呢\n比如说我们自己搭建的\n大家可能也不知道怎么用是吧\n因为他这点看全是英文的\n这些个工具是吧\n开发人员可能会比较清楚\n但是技术小白的话可能不知道\n那你也很简单\n你就直接问他\n就是你直接问他\nmcp服务怎么使用\n你就直接这么去问他\n他会教你那些个服务\n他的作用是什么\n就是他提供的一些工具\n应该怎么来调用\n那这样的话就是\n我们可以去\n就是一个神说明\n是吧\n或者是你直接去用\n自然语言去对话也是可以的\n你看它的能力是什么呢\n查询目录\n然后读取文本文件\n写文件\n创建目录是吧\n那我们就随便来验证一下\n来测试一下呗\n你就直接这么跟他说\n调用file manage\n是吧\n然后\n你就直接什么呢\n查询一下\n比如说我们现在有这个目录结构\n是吧\n这个目录结构这里面\n然后就随便查询一下\n洛伊的这个\n这个Codex目录下面有一个洛伊项目\n我想把这个项目的这个结构查询出来\n那你就把这个复制一下\n是吧\n目录结构\n就提到这么一个需求\n那他就调用这个MCB server\n帮我们去干这个事情\n然后我看一下他能不能执行成功啊\n这个就是我们自己写的一个MCB服务\n他应该怎么样去用\n是吧\n你看现在是基于MCB的一个SDIO协议去调用的\n所以的话就是\n他这里会帮你做一些这个调整啊\n你看首先大家去读取层级的一个目入结构啊\n你看是不是就出来了\n是吧\n但是这里我们看啊\n它是基于MCB server的方式调用的\n它不是说用Codex本身的能力啊\n这个是不一样的\n我们从这个调用细节里面可以看到\n你看\n这是它是用了一个JS的这么一个\n走了一个\nJSON RPC的一个server是吧\n就是一个STDIO的一个符\n然后就给它调用成功了\n是吧\n这个是列出目录啊\n然后它其实还有一些能力就是\n读取文件嘛是吧\n读取文件写文件啊\n这个大家可以自己去试一下\n那比如说我们现在就读一个文件吧\n查询一个文件\n读取\n读取这个目录下面的一个\n这个我们看一下啊\nVidami吧\n读取一个或者是\n啊需求\n就就读取这个Vidami看一下\n现在我们要去读取内容是吧\n看一下能不能读取啊\n你看他现在就是帮我们定位到了readfile这个工具是吧\n那现在他会去启动这么一个啊\n连接到这么一个服务上去\n然后去做一个处理啊\n你看这个是我们一个开源项目\n在这个项目里面我们就可以看得到\n他已经读取到了一个文档啊\n这个是前后段分离的一个项目啊\n什么什么的是吧\n这个就是他读学到的\n这个就是我们自己你要去搭建一个MCB server\n然后去给它配置\n包括使用\n包括我们要用第三方的MCB server\n这个大家都可以去用啊\n那MCB这个你还可以在外面啊\n就是你不需要进入到这个Codex里面去啊\n你可以在外面\n然后看一下它的一个使用啊\n那主要的一个\n就是管理方式的话\n就是查询是吧\n然后查询每一个\n然后去添加啊\n或者是做一些其他的这个处理的\n这个就是他的一个使用\n包括你看这个里面\nconfig指定配置文件\n他也跟你说了\n他默认会加在这个里面的啊\n但是你也可以指定\n其他的配置文件去重载他\n这个就是mcp的一些子命令啊\n这个大家有需要的话\n你可以去找到一些命令去用啊\n所以它的一个使用路口有很多啊\n我们可以在整个的一个终端里面去用\n也可以在VSCode啊\n就是Cursor这种插件里面去用\n然后的话\n大家你也可以在这个里面去用啊\n这个都是OK的\n因为MCP Server它是这个全局的啊\n就是它是整个应用级别的\n就用户级别的\n所以你在哪里用\n它都是一样的\n比如说我们就随便在这个对话里面\n帮我查询下\nfile manager\nmanage mcb服务有哪些工具\n你看他会去搜啊\n你看配置里面确实有这个\n就是他是放在这个全局的一个\n这个配置文件里面的啊\n所以他肯定是能找到的\n你看这个是吧\n我们在任何一个对话里面\n你都能找到这个mcb工具\n因为它是全局的\n它不是某个项目的\n这个是需要注意的\n然后大家自己要去写这个stdio的一个所有的话\n也有一些这个参数\n是吧\n就我们前面给他说了\n首先最关键的就是一个启动的命令\n比如说你是用node启动的\n还是用python启动的\n你有哪些参数\n包括一些环境变量啊\n等等的\n包括一个这个工作目录\n大家都可以去做一个切换\n是吧\n然后如果说你是开发一个\n这个streaming的播\n就整个一个流逝的这种方式的话\n那你其实就可以什么呢\n在这个里面啊\n你可以去做一些这个细节的一些调整\n比如说一些这个\n整个的一个UIL是吧\n它的一个参数应该是怎么样的\n包括它的一个整个的一个细节啊\n一些http的一些参数啊\n包括环境的一些这个参数\n这个大家都可以去做一些这个设定啊\n这个是基于这个streamable的啊\n那其实我们可以给大家开发一个简单的一个mcp\nserver啊\n基于这个http的这种协议啊\n我们可以来实现一下\n比如说我们现在在这个下面\n这下面已经有一个fire manager 是吧\n那我现在再开发一个\ncodex\n比如说帮我开发一个\nstream的不\nhttp的一个server\n或者叫mcp server\n主要实现\n加减乘除运算\n就是我这个做一个非常简单的一个事例\n就你传这个\n比如说你要计算一个加法\n你传两个参数是吧\n一加一\n然后他最后结果给你返回二\n就是实现一个非常简单的一个运算的这么一个功能\n然后这个里面就是我们可以去\n让他实现一下\n其实很简单\n跟那个stdno没有太大区别\n就是传输协议上的一个区别\n其他上面的话没有太大区别\n所以这时候他的一个参数的话\n就会带上这个HTTP的一个IPD指甲端口\n这个大家做一个区分就可以了\n你看他其实也是还是基于这个整个的一个\nNode.js去实现的啊\n你看他会去查询规范啊\n他不是随便写的\n他去查询当前MCP官方的一些规范\n因为我们这个需求是做四则运算嘛\n是吧\n所以他要看一下\n整个MCP的一个规范应该怎么来实现\n然后的话包括一些网络请求啊\n是吧\n这个就啊\n他一样\n然后它是我看一下\n它是还是写到那个fire manager里面去了\n他应该会帮我们建一个新的项目\n我看一下\n你看他会建一个单独的建一个calculate\n就是一个计算的一个mcp server\n那等他这个跑完之后\n我们再来验证一下这个服务\n其实他已经帮我们验好了\n就现在我们用Codex去跑的话\n基本上这个一次就过了\n没有什么太大问题的\n因为它已经帮你把验证全部做完了\n这就是Codex它的一个智能智处\n它这个里面有一个Edgerton Lobe\n就它会不断的去循环验证\n直到帮你把这个问题验证完\n你看它已经验证通过了\n所以它写完之后直接就帮你验证了\n包括它这个细节\n你看四则运算的这个工具\n然后包括这个规范\n是吧\n你看这个规范\n它都是参考了\nOrthlopic官方的这个MCP的服务规范去做的\n你们可以看一下这个规范\n当然这个页面\n它这个地址错了\n你看就是它可以参考官方的这个文档去做的\n所以这一块是非常智能的\n然后包括一些主要文件\n已经验证通过了\n是吧\n然后包括这个地址\n它其实也是可以访问的\n看一下\n那我们直接访问这个是报错的\n我们可以让它配置一下\n现在我们看一下它有没有配置上去啊\nby manager\n现在是没有配置的\n我们让它配置一下\n帮我把这个\n配置到\n就是把这个\n这个名字\ncalculate\n配置到codex mcp服务中\n我配置一下\n然后我们来调用一下\n看能不能跑得通啊\n然后这个里面他就开始去搜索了\n就是他也不知道这个mcpso\n这个streamable的一个HTV的应该怎么配置\n所以他这里也是参考官方文档\n参考文档之后的话\n然后再去做一个配置的\n然后他分析了一些版本问题\n可能会有一些暴错\n对不对\n然后他会分析一下\n你看现在\n你看这个http的这个mcp server\n加入的方式的话\n就是用一个地址\n前面我们那个加入的话\n是吧\n他是一个名称\n或者是一个pass\n然后现在的话\n我们现在就是一个地址\n是吧\n好\n我们现在给他配置一下\n看一下能不能运行\n你看如果我们自己去配的话\n你就会遇到各种各种的问题\n那你让Codex帮你去配置的话\n其实你可以省很多事情\n在这个里面我们就会让它去做各种优化\n是吧\n最终它会保证你这个服务它是可用啊\n然后因为它配置的时候\n可能还会出现一些问题\n你看它这里面还帮你备份了一个配置文件\n是吧\n还把他帮你改坏了\n然后倒是有问题他能回馈\n这个就是他比较智能的一点\n他会自动化帮你去做一个处理的\n所以他会先备备奋一下\n已经写入了。然后你看他会去验证。就是今晚上都不需要我们去验证。他会自己去测试的。\n所以等我们去用的时候\n这个服务基本上没有问题了\n要是他验证有问题的话\n他会不断的循环去保证\n我们最终是没有问题的\n你看现在已经能解析到了是吧\n然后他再去检查这个端口\n端口还没被监听\n所以他会你看会启动这个node进程\n就这个服务他会都帮你启动了\n然后你只需要用就可以了\n所以整个过程其实就是一个自动化\n那我们其实就是要去等待一下\n看一下它的一个实现\n但是如果大家自己去配的话\n你光是node这个环境\n你可能就会报各种各样的权限\n七八卧的问题是吧\n就很麻烦\n但是我们有了Codex这个工具之后的话\n其实整个过程的话会很简单\n它会帮你自己去排查问题\n去解决问题\n所以它其实也是非常智能的\n然后包括这个过程中\n报的一些错误\n我们可以看一下\n一些日志是吧\n如果有报错的话\n它也会帮你输出出来\n方便大家去做一个排查\n这个就时间比较久\n我们先让它跑着\n就是这个streamed up HTTP的\n这个server的话\n大家就需要单独去加一些配置\n然后的话\n我们其实还可以在启动的时候\n配置一些什么超市时间\n工具调用超市时间\n是吧\n然后启用禁用\n包括你现在\n比如说这个mcp server\n提供了很多工具\n那我现在想\n有些工具\n我不能对外使用\n我现在把它关掉\n你可以单独去停掉一些工具\n还有包括一些工具的一个默认审核行为\n就调用工具\n有时候是需要确认的\n如果没有审核的话\n它是不允许调用的\n包括一些这个author的一个认证\n是吧\n做一些授权啊等等\n因为有些mcp的server的一个\n它是带有这个author的一个认证的\n它要做回调的\n所以这个里面的话\n它会默认的要去配一些这个\n一些端口监听之类的\n它要做回调啊\n所以的话\n因为它要做登录之类的授权嘛\n所以我们要去配啊\n这个大家在用一些第三方的\n一些mcp server的时候\n经常会有一个跳转啊\n他最开始要做一个授权\n所以大家遇到授权的话\n其实这些东西\n你都交给codex\n帮你处理就可以了\n你看了这个写的好像挺复杂的\n但其实你就让他自动化了去操作就可以了\n只是大家需要知道\n有一个这么author的一个授权认证\n他要跳转一个地址\n然后再监听\n再然后再做一个授权确认\n无非就是有这么一个流程\n大家只需要知道有这么个流程就行了\n然后我们在这个里面\n可能要去配一个这个回调是吧\n你要告诉MCP\n就是这个里面\n你应该去回调这个服务是吧\n就它有个第三方有个回调的\n确认一下它是验证通过的\n包括我们其实还可以用MCP server\n去做很多事情\n就连接到Figma的一些MCP server\n是吧\n连接到Chroma的这么一些这个工具\n然后包括各种各样的工具\n它都可以通过MCP服务给它提升进来\n然后其实这个\n我们也可以去在一些插件里面\n找到一些MCP server\n就是官方内置的一些插件里面\n它其实就给你集成了一些MCP server\n那大家也可以去用\n比如说我们在这个里面\n就可以去找一下\n这里面这个Codex\n这里面有设置\n设置里面有一个插件\n这个插件里面有些它就是MCP server\n有些是纯粹的工具调用\n有些是就是MCP server\n你像这个Figma做设计的是吧\n但是有些的话\n它是需要登录才能使用的\n所以这个具体大家去\n你要去登录账号才行\n但你也可以把那个\nmcb的一个配置拿到\n你自己去配也是可以的\n就是你可以用插件的方式去用\n也可以自己去配啊\n这个都是没有问题的\n我看一下刚刚那个ok没有\n还在写\n这个是不是卡住了\n卡的有点久了\n他这个服务是不是已经启动了\n但是没有给他生效啊\n看一下\n打开这个mcp server\n看一下这个有没有连接成功啊\nmcp服务器\n你看是已经成功的\n已经成功\n它这个端口可能是已经启动了\n那我就直接看调用一下\n它这个服务是已经启动了\n那我们应该就直接可以用了\n调用\n要用这个Current\n帮我计算下\n1加1\n1加2\n这个应该是起一个服务\n它在这里等着\n那我们单独在另外里面\n也会去写吧\n我把这个消息\n在这个里面\n这里因为阻塞了\n我们换一个窗口再来调用\n这里他起来\n把那个mcb server给他启动了\n所以的话就是\n在这个里面\n我们看到的是一个服务已经启动了\n这个是已经调用成功了吗\nmcb服务\nscript\n这个计算结果应该是成功的吧\n然后我来查询一下\n查询一下\ncalculate mcp服务可用的工具有哪\n哪些\n当前对话是没有这个服务的\n但是全局里面是有这个的\n我们让他可以去搜一下\n大家看看\n你看这个里面是不是就有了\n是吧\n本地卡卡里特\n应该是应该是这个名词\n我们看一下这个配置里面有没有生效\n你看,这是不是就已经生效了。\n你看这里就是UIL。\n其实可以对比一下。\n刚刚那个stdio的这个连接方式它是运输行的。\n然后到了这个concuret\n它是streamable HTTP的\n流逝的这种SSE的这种方式\n那么在这个里面\n它就变成了一个UIL的一种方式了\n这里大家需要注意一下\n这是两种协议的一个区别\n然后我们可以啊\n调用\n计算\n5\n和5\n加减乘除\n分别是\n多少\n就是我现在想\n调用这个四个工具是吧\n我想调用这四个工具\n然后都帮我去\n这个\n教验一下是吧\n教验一下\n你看他现在就开始去调用了是吧\n加减乘除都给他调用一下\n刚刚那个其实没调用成功了\n刚刚那个是他走的网络的这种方式\n就是去检索的这种方式\n然后现在我们要真正的去调用这个mcp色误\n你看分别跑加减乘除是吧\n这样就看得更加明确一些\n你看成功了啊\n加减乘除没有问题\n这个服务它现在是中断的\n那我给它中断一下\n我再来调用\n刚刚那个服务它是挂在这里\n不是卡死了\n它是有一个进程\n相当于写了一个服务在这里等着\n但这个服务它是后端运行的\n我们可以把它这个\n等待的地方给它去掉\n然后在这个里面\n我们其实也可以\n特地可以调用了\n这个服务它会一直停在这里\n你让他是访问这个地址是吧\n然后包括一些接口请求啊\n然后你看这个是invent stream\n就是sse的这个流逝的传输\n然后给结果\n没有问题\n好\n这个就是stream的http的这种写议\n它的一个调用逻辑\n就大家回头你可以去验证一下\n这两种方式它的一个区别\n我们可以对比一下\n然后大家自己也可以去装一些mcp的色河\n我刚刚其实已经带大家去装了一个\n大家自己也可以去网上找到一些mcp server\n给它安装一下就可以了\n其实这个也比较好理解",
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      "text": "这个我们可以去看一下规则。",
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      "text": "接下来我们来讲一下Codex MCP核心协议配置与业务系统无复集成。",
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      "text": "那么MCP的话叫做模型上下文协议。",
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      "text": "它主要的话是用于把模型连接到工具和上下文。",
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      "text": "比如说用的什么场景呢?",
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      "text": "那之前比如说大家公司里面有一些业务系统。",
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      "text": "那这种系统的话它其实是不对外提供服务的。",
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      "text": "仅仅是给内部去用的",
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      "text": "但是的话",
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      "start": 45.3,
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      "text": "用的比较多的两个场景的话",
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      "start": 131.32,
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      "text": "以实战的方式给大家讲一下",
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      "text": "怎么样去调用MCP服务啊",
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      "start": 155.56,
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      "text": "大家啊",
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      "start": 156.76,
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      "text": "如果你没有设置过Codex",
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      "start": 158.5,
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      "text": "它的一个home环境变量的话",
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      "start": 160.1,
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      "text": "默认的话",
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      "start": 161.06,
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      "text": "它就是在当前的登录用户下面啊",
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      "start": 163.58,
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      "text": "当前的登录用户下面",
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      "start": 164.84,
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      "text": "有一个叫.codex的一个目录",
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      "start": 166.72,
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      "text": "然后这个目录下面有一个叫",
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      "start": 168.3,
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      "text": "config.tom文件",
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      "start": 169.9,
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      "start": 172.22,
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      "text": "主要",
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      "start": 172.7,
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      "text": "他可以存储一些配置",
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      "text": "就是Codex这个整个一个应用",
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      "start": 178.64,
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      "text": "他的一些核心的一些配置的话",
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      "text": "都在这个里面",
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      "text": "那我们的mcp",
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      "text": "他其实也可以在这个里面去配置",
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      "start": 184.42,
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      "text": "那这里面我们就给大家看一下",
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      "text": "那这个配置文件的话",
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      "text": "大家就打开你当前登录用户的那个home",
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      "text": "那个主目录",
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      "text": "然后找到一个叫.codex的一个目录",
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      "text": "然后我们就可以看到一个叫config.tome文件",
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      "start": 200.58,
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      "text": "那我们这里面去搜一下",
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      "text": "就有我之前配置好的一些",
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      "text": "MCP服务",
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      "text": "这是我之前写的一些",
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      "start": 208.86,
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      "text": "测试的一些case",
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      "text": "那在这个里面我们可以看到",
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      "text": "它首先有一个",
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      "text": "这个叫做MCP Server的",
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      "text": "这么一个前缀",
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      "text": "是吧",
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      "start": 217.22,
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      "text": "用这种中括号的这种方式",
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      "start": 219.76,
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      "text": "把它去约定好",
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      "start": 221.7,
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      "text": "这个就是MCP Server的一个名称",
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      "text": "然后MCP Server",
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      "start": 226.74,
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      "text": "这个是一个STDIO协议的",
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      "start": 229.28,
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      "text": "就是本地进程运行的这种MCP服务",
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      "text": "那么它的一个运行的命令的话",
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      "text": "就执行一个python命令",
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      "text": "所以我们这个mcp server",
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      "start": 237.54,
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      "text": "它主要就是通过这么一段",
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      "text": "hello mcp server.python",
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      "start": 241.82,
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      "text": "这个脚本的方式去运行",
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      "start": 243.86,
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      "text": "所以我们等下给它演示的话",
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      "text": "主要就是基于这个",
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      "start": 252.08,
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      "text": "当然我们也可以去写HTTP的这种协议",
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      "start": 254.74,
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      "text": "那这样的话",
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      "text": "你就要用SSE的这么一个通讯协议",
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      "text": "这个一般是做",
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    {
      "start": 260.22,
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      "text": "对外提供API的这种场景",
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      "start": 262.44,
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      "text": "就是你的这个",
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      "start": 263.36,
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      "text": "MCB服务要对外提供服务",
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    {
      "start": 266.12,
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      "text": "要有域名",
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      "start": 266.92,
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      "text": "要有公网的一个IP",
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      "no_speech_prob": 1.6503290053981878e-11,
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      "start": 268.16,
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      "text": "把它发布到这个服务器上面去",
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      "start": 270.74,
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      "text": "这个就用的比较多一点",
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      "start": 272.88,
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      "text": "如果大家只是本地去",
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      "avg_logprob": -0.12163508379900898,
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    {
      "start": 274.56,
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      "text": "做一些MCB服务的一些工具的话",
      "chunk": 0,
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      "no_speech_prob": 1.6503290053981878e-11,
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    {
      "start": 277.84,
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      "text": "那你直接用",
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    {
      "start": 279.2,
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      "text": "这个SCDIO的这种方式就可以了",
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    {
      "start": 281.92,
      "end": 283.82,
      "text": "比如说就是跑一个命令什么样的",
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      "no_speech_prob": 1.6503290053981878e-11,
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    },
    {
      "start": 283.82,
      "end": 285.62,
      "text": "比如说我们现在起来一个",
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    },
    {
      "start": 285.62,
      "end": 288.06,
      "text": "Python的这个服务是吧",
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    {
      "start": 288.06,
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      "text": "那我想在本地去运行",
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    {
      "start": 289.76,
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      "text": "那你会把它封装成一个",
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    {
      "start": 291.6,
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      "text": "MCP的一个server",
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    {
      "start": 292.6,
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      "text": "这样的话它就",
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    {
      "start": 294.56,
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      "text": "也能跑起来",
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    },
    {
      "start": 296.44,
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      "text": "那这个MCP server的话",
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    {
      "start": 298.62,
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      "text": "应该是怎么样一个搭建方式呢",
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    {
      "start": 300.48,
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      "text": "首先的话",
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    {
      "start": 301.9,
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      "text": "这个里面我们要去做一些",
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    {
      "start": 305.26,
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      "text": "这个配置",
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    {
      "start": 306.6,
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      "text": "那么",
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    {
      "start": 308.56,
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      "text": "这个的话大家可以在",
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    },
    {
      "start": 310.9,
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      "text": "插件里面啊",
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    {
      "start": 312.16,
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      "text": "就是你可以在Coser或者VSCode里面",
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    {
      "start": 314.76,
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      "text": "装一个Codex插件啊",
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    {
      "start": 316.58,
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      "text": "我这已经装好了这么一个插件了",
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    {
      "start": 318.34,
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      "text": "这个插件的话",
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      "no_speech_prob": 1.4143157998913747e-11,
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    {
      "start": 319.66,
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      "text": "装好之后大家打开这个codex",
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      "compression_ratio": 1.523972602739726,
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    },
    {
      "start": 322.08,
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      "text": "就在这个里面",
      "chunk": 0,
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      "no_speech_prob": 2.2463137253070364e-11,
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    },
    {
      "start": 323.7,
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      "text": "一般在这个里面",
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    },
    {
      "start": 324.66,
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      "text": "我们会找到一个codex",
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    {
      "start": 325.88,
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      "text": "找到之后的话",
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    },
    {
      "start": 327.92,
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      "text": "接下来就是",
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    },
    {
      "start": 328.98,
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      "text": "你看在这里面有一个齿轮的一个图标设置",
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      "no_speech_prob": 2.2463137253070364e-11,
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    {
      "start": 331.94,
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      "text": "然后设置里面有一个codex search",
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    {
      "start": 334.34,
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      "text": "然后我们点开page",
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    {
      "start": 335.46,
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      "text": "这样就大家可以找到这个config.tom",
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    },
    {
      "start": 338.36,
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      "text": "然后在这个地方你看",
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    },
    {
      "start": 339.94,
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      "text": "他还有一个菜单叫做mcp服务器",
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    {
      "start": 343.04,
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      "text": "让我们点开",
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    },
    {
      "start": 343.92,
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      "text": "你看现在就是我配好的",
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    {
      "start": 345.32,
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      "text": "那你可以针对这些个mcp server的话",
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    },
    {
      "start": 348.7,
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      "text": "给它启用啊",
      "chunk": 0,
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    {
      "start": 349.92,
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      "text": "你看启用完了之后",
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    {
      "start": 351.32,
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      "text": "其实就是在这个里面改一个配置啊",
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    },
    {
      "start": 354.24,
      "end": 356.28,
      "text": "它这个enable true force",
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    {
      "start": 356.28,
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      "text": "是吧",
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    {
      "start": 356.84,
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      "text": "就相当于在这里改",
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    {
      "start": 358.26,
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      "text": "你看我现在都把它启用了",
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      "no_speech_prob": 2.2884871081485514e-11,
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    {
      "start": 359.92,
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      "text": "然后就是",
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    },
    {
      "start": 361.36,
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      "text": "我再重启一下拓展功能",
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    {
      "start": 363.7,
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      "text": "啊",
      "chunk": 0,
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    },
    {
      "start": 365.66,
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      "text": "这个是重新加载插件啊",
      "chunk": 0,
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      "no_speech_prob": 2.2884871081485514e-11,
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    },
    {
      "start": 367.32,
      "end": 368.34,
      "text": "有时候不生效的话",
      "chunk": 0,
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      "no_speech_prob": 2.2884871081485514e-11,
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    },
    {
      "start": 368.34,
      "end": 369.66,
      "text": "大家就可以去点一下",
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    {
      "start": 369.66,
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      "text": "然后呃",
      "chunk": 0,
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    },
    {
      "start": 372.18,
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      "text": "加载完之后的话",
      "chunk": 0,
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      "avg_logprob": -0.17326913735805413,
      "no_speech_prob": 2.2884871081485514e-11,
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    {
      "start": 373.4,
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      "text": "这里面啊",
      "chunk": 0,
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      "no_speech_prob": 2.2884871081485514e-11,
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    },
    {
      "start": 375.36,
      "end": 377.22,
      "text": "它这个插件的话会重新激活",
      "chunk": 0,
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      "no_speech_prob": 2.2884871081485514e-11,
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    {
      "start": 377.22,
      "end": 378.58,
      "text": "这里我们要稍微等待一下",
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    },
    {
      "start": 378.58,
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      "text": "正常我们是不需要冲击的",
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      "no_speech_prob": 1.9668495998548252e-11,
      "compression_ratio": 1.398671096345515,
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    {
      "start": 380.94,
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      "text": "如果大家遇到这个MCB服务",
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    {
      "start": 383.12,
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      "text": "加载有问题是吧",
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    {
      "start": 384.08,
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      "text": "你可以去点一下",
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      "no_speech_prob": 1.9668495998548252e-11,
      "compression_ratio": 1.398671096345515,
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    },
    {
      "start": 384.96,
      "end": 387.46,
      "text": "重新加载这个拓展插件啊",
      "chunk": 0,
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      "avg_logprob": -0.18656454457865132,
      "no_speech_prob": 1.9668495998548252e-11,
      "compression_ratio": 1.398671096345515,
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    {
      "start": 387.46,
      "end": 388.98,
      "text": "然后在这个里面",
      "chunk": 0,
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      "no_speech_prob": 1.9668495998548252e-11,
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    },
    {
      "start": 388.98,
      "end": 390.06,
      "text": "我们配好之后的话",
      "chunk": 0,
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      "no_speech_prob": 1.9668495998548252e-11,
      "compression_ratio": 1.398671096345515,
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    {
      "start": 390.06,
      "end": 391.68,
      "text": "我们继续打开刚刚那个page",
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      "no_speech_prob": 1.9668495998548252e-11,
      "compression_ratio": 1.398671096345515,
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    {
      "start": 391.68,
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      "text": "然后大家看",
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    {
      "start": 392.98,
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      "text": "这个是不是都变成处了是吧",
      "chunk": 0,
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    {
      "start": 394.58,
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      "text": "然后你现在给他",
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    },
    {
      "start": 395.98,
      "end": 399.48,
      "text": "我们可以把它全部给他进入掉啊",
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    {
      "start": 399.48,
      "end": 403.42,
      "text": "进入掉之后",
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    {
      "start": 403.42,
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      "text": "你看我们现在是都变成force",
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      "start": 405.5,
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      "text": "是吧",
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    },
    {
      "start": 405.88,
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      "text": "这个就是MCB server的一个",
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    {
      "start": 408.4,
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      "text": "开启",
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    {
      "start": 409.8,
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      "text": "然后还有这个关闭",
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    {
      "start": 411.86,
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      "text": "但这个是有图形化界面的",
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      "start": 414.56,
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      "text": "大家其实你也可以通过",
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    },
    {
      "start": 416.28,
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      "text": "这个终端命令来操作",
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    {
      "start": 418.04,
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      "text": "比如说我们现在打开一个",
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    {
      "start": 419.92,
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      "text": "终端",
      "chunk": 0,
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    {
      "start": 420.86,
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      "text": "然后切换到",
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    },
    {
      "start": 422.8,
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      "text": "我们切换到第一盘上面去",
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    {
      "start": 426.1,
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      "text": "然后",
      "chunk": 0,
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    },
    {
      "start": 427.14,
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      "text": "之前有一个Codex目录",
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    {
      "start": 429.58,
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      "text": "然后在这个里面",
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      "start": 432.24,
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      "text": "我们可以输入Codex",
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    {
      "start": 434.22,
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      "text": "进去之后",
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      "start": 436.7,
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      "text": "我们输入反斜杠啊",
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      "start": 438.8,
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      "text": "然后mcp",
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      "start": 439.7,
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      "text": "然后大家看啊",
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      "start": 441.58,
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      "text": "你说mcp之后",
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      "start": 442.78,
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      "text": "你就可以看到我们当前的一些mcp的一些工具是吧",
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      "start": 446.28,
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      "text": "但是我现在不都把它关闭了吗",
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      "start": 448.7,
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      "text": "所以它是available的啊",
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      "start": 451.12,
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      "text": "就是没有没有啊",
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      "text": "就是没有可用的啊",
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      "start": 455.62,
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      "text": "好那接下来我们就来从零到一给他写一个非常简单的一个mcp server",
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      "start": 461.08,
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      "text": "那写mcp server的话啊",
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      "text": "大家如果是第一次写的话",
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      "text": "其实也很简单",
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      "text": "你可以直接让这个",
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      "start": 469.12,
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      "text": "这个Codex帮你去写一个mcp server",
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      "start": 472.92,
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      "text": "比如说我们现在就建一个文件夹",
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      "start": 476.1,
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      "text": "叫做mcp server",
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      "start": 483.896,
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      "text": "然后我们在这个目录里面。",
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      "start": 486.896,
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      "text": "这里面啊",
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      "text": "我们就直接在这个Codex里面",
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      "start": 493.196,
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      "text": "直接就这样去对话了",
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      "start": 494.596,
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      "text": "或者大家你直接在这个里面啊",
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    {
      "start": 498.096,
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      "text": "我们之前这个桌面板",
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      "start": 500.976,
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      "text": "其实也已经启用了",
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      "text": "是吧",
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      "start": 502.436,
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      "text": "或者大家你在这个终端里面也可以啊",
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    {
      "start": 505.756,
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      "text": "那我们就切换到那个目录里面去写吧",
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    {
      "start": 507.856,
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      "text": "切换到mcp server这个目录里面",
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      "start": 511.376,
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      "text": "我们启动Codex",
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      "start": 512.356,
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      "text": "让他把mcp的这个服务啊",
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    {
      "start": 515.396,
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      "text": "开发到这个mole里面去",
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      "start": 517.276,
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      "text": "然后你就这么跟他说",
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      "start": 519.496,
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      "text": "我们先写一个简单的小case",
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      "start": 522.216,
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      "text": "帮我实现一个mcp",
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      "start": 527.476,
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      "text": "名称叫做file manage",
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      "start": 538.036,
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      "text": "或者就叫serv",
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      "text": "这个我就是主要是用来去管理当前文件的",
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      "text": "那么就是叫 server",
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    {
      "start": 551.716,
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      "text": "我就不加这个 server",
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      "text": "就叫 file manager 吧",
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      "start": 554.956,
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      "text": "主要用于这个",
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      "start": 559.116,
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    {
      "start": 563.916,
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      "text": "就是我可以搭建一个 mcp server",
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    {
      "start": 567.076,
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      "text": "然后外面是吧",
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    {
      "start": 568.876,
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      "text": "连接进来的话",
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    {
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      "text": "主要可以去操作一些文件",
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      "text": "那我们就",
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    {
      "start": 573.416,
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      "text": "让它实现一下",
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    {
      "start": 574.616,
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      "text": "这个就是我们基于这个Codex",
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    {
      "start": 578.356,
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      "text": "让它帮我们去开发一个MCP server",
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      "no_speech_prob": 1.4267509916565668e-11,
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    {
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      "text": "你看它这个里面的话",
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    {
      "start": 583.956,
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      "text": "就会去把这个风格给写清楚",
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      "start": 586.556,
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      "text": "就是它会按照MCP server的一个接入方式",
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      "text": "然后去做一个pitch",
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      "start": 592.036,
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      "text": "你看它会建一个node.js的一个MCP server",
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      "text": "所以它是基于node.js",
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      "start": 604.496,
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      "text": "这个就实现",
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    {
      "start": 605.176,
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      "text": "因为我这里没有指定实现的方式",
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      "start": 608.256,
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      "text": "所以大家比如说",
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      "text": "你如果想用python去实现的话",
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      "start": 611.576,
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      "text": "也是可以的",
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    {
      "start": 612.296,
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      "text": "因为我之前在这个项目里面",
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      "start": 615.676,
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      "text": "立的规范是用node.js的一些技术站",
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      "start": 618.376,
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      "text": "所以的话",
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      "text": "所以它默认帮我们会优先",
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    {
      "start": 621.776,
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      "text": "用node.js的一些技术去做",
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    {
      "start": 623.536,
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      "text": "所以大家有具体的一个要求的话",
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      "start": 626.196,
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      "text": "你也可以去提",
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    {
      "start": 627.976,
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      "text": "就是让它按照某个方式",
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    {
      "start": 630.096,
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      "text": "你看它默认就是用了",
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    {
      "start": 632.036,
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      "text": "这个JRPC",
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    {
      "start": 634.376,
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      "text": "STDIO的这种方式",
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    {
      "start": 636.136,
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      "text": "所以这个就是他默认的一个实现方式",
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    {
      "start": 639.036,
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      "text": "然后他会写到",
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    {
      "start": 642.416,
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      "text": "这个有一个MCP",
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      "no_speech_prob": 1.2364524334951277e-11,
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    {
      "start": 643.776,
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      "text": "Server的这个目入里面去",
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    {
      "start": 645.436,
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      "text": "现在还正在开发",
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    {
      "start": 647.336,
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      "text": "所以这个其实是一个",
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    {
      "start": 652.276,
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      "text": "你可以看到他整个的一个实现过程",
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    {
      "start": 655.776,
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      "text": "其实没有那么麻烦",
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    {
      "start": 657.116,
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      "text": "然后其实我们等一下",
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    {
      "start": 659.816,
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      "text": "开发完之后的话",
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    {
      "start": 661.076,
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      "text": "我们就可以做一个配置了",
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    {
      "start": 663.216,
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      "text": "做一个配置了",
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    {
      "start": 664.316,
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      "text": "当然大家也其实可以用",
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    {
      "start": 666.836,
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      "text": "这个外网的一些MCP server",
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      "start": 669.056,
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      "text": "是吧",
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    {
      "start": 669.456,
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      "text": "就是别人给我写好的一些这个server",
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      "start": 671.996,
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      "text": "行不行呢",
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    },
    {
      "start": 672.776,
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      "text": "你看就是我可以把",
      "chunk": 1,
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      "avg_logprob": -0.19656536795876242,
      "no_speech_prob": 2.0124847968649995e-11,
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    },
    {
      "start": 674.416,
      "end": 676.456,
      "text": "这个免费的这个MCP server",
      "chunk": 1,
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      "no_speech_prob": 2.0124847968649995e-11,
      "compression_ratio": 1.4224806201550388,
      "source": "whisper"
    },
    {
      "start": 676.456,
      "end": 677.136,
      "text": "给它加进来",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.19656536795876242,
      "no_speech_prob": 2.0124847968649995e-11,
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    },
    {
      "start": 677.136,
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      "text": "是吧",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.19656536795876242,
      "no_speech_prob": 2.0124847968649995e-11,
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    },
    {
      "start": 677.416,
      "end": 679.816,
      "text": "这个是其他开发者提供的一个",
      "chunk": 1,
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    },
    {
      "start": 679.816,
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      "text": "context7的一个MCP",
      "chunk": 1,
      "language": "zh",
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      "no_speech_prob": 2.0124847968649995e-11,
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    {
      "start": 681.356,
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      "text": "那我们可以通过这个命令横啊",
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    },
    {
      "start": 683.936,
      "end": 686.356,
      "text": "给它加入进来",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.19656536795876242,
      "no_speech_prob": 2.0124847968649995e-11,
      "compression_ratio": 1.4224806201550388,
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    },
    {
      "start": 686.356,
      "end": 692.016,
      "text": "这里面我们让他去开发",
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      "compression_ratio": 1.4532019704433496,
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    },
    {
      "start": 692.016,
      "end": 694.596,
      "text": "然后我们这里再开一个窗口",
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    },
    {
      "start": 694.596,
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      "text": "给大家演示两种",
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    },
    {
      "start": 696.516,
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      "text": "一种是我们自己开发",
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    },
    {
      "start": 698.656,
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      "text": "还有一种是我们这个自己去用别人的是吧",
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      "no_speech_prob": 1.8740840476705323e-11,
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    },
    {
      "start": 702.296,
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      "text": "然后切换到这个Codex",
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    },
    {
      "start": 706.516,
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      "text": "好",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.17900445726182726,
      "no_speech_prob": 1.8740840476705323e-11,
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    },
    {
      "start": 709.116,
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      "text": "这个然后我们就给他加一下",
      "chunk": 1,
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      "no_speech_prob": 1.8740840476705323e-11,
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    },
    {
      "start": 710.736,
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      "text": "你看现在已经加成功了",
      "chunk": 1,
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      "avg_logprob": -0.17900445726182726,
      "no_speech_prob": 1.8740840476705323e-11,
      "compression_ratio": 1.4532019704433496,
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    },
    {
      "start": 713.216,
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      "text": "然后我们进入到这个Codex",
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    },
    {
      "start": 715.016,
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      "text": "输入这个mcp",
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    },
    {
      "start": 717.256,
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      "text": "那现在正在加载",
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      "no_speech_prob": 1.2554941461462299e-11,
      "compression_ratio": 1.3636363636363635,
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    },
    {
      "start": 723.556,
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      "text": "你看这个刚刚还没有是吧",
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      "compression_ratio": 1.3636363636363635,
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    },
    {
      "start": 728.436,
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      "text": "这个是我们刚刚加进来的",
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    {
      "start": 730.336,
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      "text": "是不是就有了",
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    },
    {
      "start": 731.036,
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      "text": "但是它是未授权的",
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    {
      "start": 733.316,
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      "text": "因为这个是一个第三方的一个服务是吧",
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    {
      "start": 736.056,
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      "text": "所以这个是没有支持的啊",
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    {
      "start": 738.576,
      "end": 740.916,
      "text": "就是你要去用的话",
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    {
      "start": 740.916,
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      "text": "它可能要做一些授权处理",
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    {
      "start": 742.616,
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      "text": "好",
      "chunk": 1,
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      "compression_ratio": 1.2307692307692308,
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    {
      "start": 743.856,
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      "text": "那你就比如说我们刚刚加进来",
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      "no_speech_prob": 1.8377181720818925e-11,
      "compression_ratio": 1.2307692307692308,
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    {
      "start": 746.376,
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      "text": "这个context7的话",
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      "compression_ratio": 1.2307692307692308,
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    {
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      "text": "你要去使用它",
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      "compression_ratio": 1.2307692307692308,
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    {
      "start": 748.736,
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      "text": "就比如说调用context",
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    {
      "start": 751.976,
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      "text": "你或者你就直接问他",
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    {
      "start": 755.516,
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      "text": "context7",
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    {
      "start": 757.756,
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      "text": "这个mcp5",
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      "compression_ratio": 1.2307692307692308,
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    {
      "start": 762.056,
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      "text": "主要的用途是什么",
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    {
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      "text": "你就直接问他",
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      "no_speech_prob": 1.8377181720818925e-11,
      "compression_ratio": 1.2307692307692308,
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    {
      "start": 770.496,
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      "text": "因为你也不知道他的一个用法",
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    {
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      "text": "是吧",
      "chunk": 1,
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    {
      "start": 773.196,
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      "text": "你看这个是就是给编码助手提供",
      "chunk": 1,
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      "no_speech_prob": 1.6379625086826444e-11,
      "compression_ratio": 1.3766233766233766,
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    },
    {
      "start": 777.516,
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      "text": "最新的第三方库框架文档",
      "chunk": 1,
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      "no_speech_prob": 1.6379625086826444e-11,
      "compression_ratio": 1.3766233766233766,
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    },
    {
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      "text": "实力代码",
      "chunk": 1,
      "language": "zh",
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      "no_speech_prob": 1.6379625086826444e-11,
      "compression_ratio": 1.3766233766233766,
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    },
    {
      "start": 780.436,
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      "text": "他主要就是比如说去查询一些库文档的一些用法",
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    {
      "start": 784.696,
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      "text": "比如说你去问",
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    },
    {
      "start": 786.636,
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      "text": "应该怎么样去写",
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    {
      "start": 788.816,
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      "text": "是吧",
      "chunk": 1,
      "language": "zh",
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    {
      "start": 789.696,
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      "text": "那我们就比如说你就我们就随便问他",
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      "no_speech_prob": 1.6379625086826444e-11,
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    },
    {
      "start": 793.816,
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      "text": "你就把这个问题丢给他",
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      "compression_ratio": 1.3766233766233766,
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    {
      "start": 800.496,
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      "text": "调用context7mcp服务",
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      "compression_ratio": 1.319838056680162,
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    {
      "start": 808.496,
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      "text": "然后去把这个问题丢给他就完了",
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      "no_speech_prob": 1.6517939793736502e-11,
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    {
      "start": 811.296,
      "end": 814.536,
      "text": "那么他就开始可以去调用这个服务了",
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    },
    {
      "start": 814.536,
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      "text": "这个就是我们在整个的一个",
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      "no_speech_prob": 1.6517939793736502e-11,
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    {
      "start": 817.836,
      "end": 819.896,
      "text": "codex 里面去怎么调用这个服务",
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    {
      "start": 819.896,
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      "text": "调用其实很简单",
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    {
      "start": 821.536,
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      "text": "就把它正常当工具去使用就可以了",
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    },
    {
      "start": 824.896,
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      "text": "你看这个里面",
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      "no_speech_prob": 1.6517939793736502e-11,
      "compression_ratio": 1.319838056680162,
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    },
    {
      "start": 826.236,
      "end": 829.836,
      "text": "我们他查询到的一些内容是不是就出来了",
      "chunk": 1,
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      "no_speech_prob": 1.6517939793736502e-11,
      "compression_ratio": 1.319838056680162,
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    },
    {
      "start": 829.836,
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      "text": "这个就是一个MCP服务的一个使用",
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      "no_speech_prob": 2.2615694039718193e-11,
      "compression_ratio": 1.548,
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    },
    {
      "start": 832.176,
      "end": 834.236,
      "text": "然后我们回头再到这个里面去看一下",
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    },
    {
      "start": 834.236,
      "end": 836.676,
      "text": "你看这个服务是不是就进来了是吧",
      "chunk": 1,
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      "avg_logprob": -0.18849155095618542,
      "no_speech_prob": 2.2615694039718193e-11,
      "compression_ratio": 1.548,
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    },
    {
      "start": 836.676,
      "end": 838.836,
      "text": "方便是启用的一个状态",
      "chunk": 1,
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      "no_speech_prob": 2.2615694039718193e-11,
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    },
    {
      "start": 838.836,
      "end": 841.236,
      "text": "这个就是MCP server 的一个使用啊",
      "chunk": 1,
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      "no_speech_prob": 2.2615694039718193e-11,
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    },
    {
      "start": 841.236,
      "end": 843.936,
      "text": "我们再回头看一下刚刚那个写完的一个",
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      "no_speech_prob": 2.2615694039718193e-11,
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    },
    {
      "start": 843.936,
      "end": 847.296,
      "text": "我们自己搭的一个MCP server",
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      "no_speech_prob": 2.2615694039718193e-11,
      "compression_ratio": 1.548,
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    },
    {
      "start": 847.296,
      "end": 850.796,
      "text": "这个该怎么样去配置是吧",
      "chunk": 1,
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      "compression_ratio": 1.548,
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    },
    {
      "start": 850.796,
      "end": 852.196,
      "text": "怎么去使用啊",
      "chunk": 1,
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      "avg_logprob": -0.18849155095618542,
      "no_speech_prob": 2.2615694039718193e-11,
      "compression_ratio": 1.548,
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    },
    {
      "start": 852.196,
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      "text": "其实也很简单",
      "chunk": 1,
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      "avg_logprob": -0.18849155095618542,
      "no_speech_prob": 2.2615694039718193e-11,
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    },
    {
      "start": 853.996,
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      "text": "我们看一下这个目录",
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    {
      "start": 856.676,
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      "text": "首先在这个你看这个mcp server里面",
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    },
    {
      "start": 860.736,
      "end": 863.916,
      "text": "我们这里再给他建个文件夹吧",
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      "no_speech_prob": 1.8595109826935463e-11,
      "compression_ratio": 1.3033175355450237,
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    },
    {
      "start": 863.916,
      "end": 866.616,
      "text": "因为他都把它放到里面去了",
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      "compression_ratio": 1.3033175355450237,
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    },
    {
      "start": 866.616,
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      "text": "mcp server",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.2197914679073593,
      "no_speech_prob": 1.8595109826935463e-11,
      "compression_ratio": 1.3033175355450237,
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    },
    {
      "start": 867.976,
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      "text": "那我专门建一个文件夹",
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    {
      "start": 869.716,
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      "text": "叫做file manager",
      "chunk": 1,
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    },
    {
      "start": 872.916,
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      "text": "是吧",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.2197914679073593,
      "no_speech_prob": 1.8595109826935463e-11,
      "compression_ratio": 1.3033175355450237,
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    },
    {
      "start": 874.276,
      "end": 876.636,
      "text": "然后把它移进去啊",
      "chunk": 1,
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      "compression_ratio": 1.3033175355450237,
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    },
    {
      "start": 879.936,
      "end": 881.376,
      "text": "然后接下来一个问题就是",
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      "compression_ratio": 1.3033175355450237,
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    },
    {
      "start": 881.376,
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      "text": "哎我现在这个mcp写完了是吧",
      "chunk": 1,
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      "compression_ratio": 1.3033175355450237,
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    },
    {
      "start": 884.076,
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      "text": "那我接下来应该怎么来去用呢",
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    {
      "start": 886.616,
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      "text": "对吧",
      "chunk": 1,
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    },
    {
      "start": 887.176,
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      "text": "这个是基于node.js写的一个mcp服务",
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      "start": 890.616,
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      "text": "你看这些个内容",
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    },
    {
      "start": 893.156,
      "end": 894.276,
      "text": "他也帮我都实现了",
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    },
    {
      "start": 894.276,
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      "text": "接下来这个怎么来用呢",
      "chunk": 1,
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    {
      "start": 896.036,
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      "text": "那就是配置的问题",
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    {
      "start": 897.716,
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      "text": "配置这一块的话",
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    {
      "start": 899.616,
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      "text": "大家就是有其实有几种方式",
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      "compression_ratio": 1.3874172185430464,
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    {
      "start": 903.516,
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      "text": "第一种",
      "chunk": 1,
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    },
    {
      "start": 904.416,
      "end": 906.356,
      "text": "如果你对这个配置文件比较熟的话",
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      "no_speech_prob": 2.4348459012890622e-11,
      "compression_ratio": 1.3874172185430464,
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    },
    {
      "start": 906.356,
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      "text": "你直接在这个里面去配就可以了",
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    {
      "start": 909.216,
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      "text": "就是他这里面就是配置文件",
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      "start": 910.976,
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      "text": "你把它复制粘贴一下",
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    {
      "start": 912.176,
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      "text": "这个mcp server",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1405871306793599,
      "no_speech_prob": 2.4348459012890622e-11,
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    {
      "start": 913.416,
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      "text": "这里面就相当于就已经生效了",
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    {
      "start": 915.316,
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      "text": "是吧",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1904123107348483,
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    {
      "start": 915.636,
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      "text": "但是啊",
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    {
      "start": 916.836,
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      "text": "这里这种方式的话",
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      "start": 917.936,
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      "text": "大家第一次你如果不熟的话",
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    {
      "start": 919.476,
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      "text": "你可能会配置出错",
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    {
      "start": 920.636,
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      "text": "那怎么办呢",
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    {
      "start": 922.076,
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      "text": "其实也很简单啊",
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      "start": 923.216,
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      "text": "你就直接Codex去提问就可以了",
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    {
      "start": 925.856,
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      "text": "就是你直接让Codex帮你去配置就完了",
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    {
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      "text": "是吧",
      "chunk": 1,
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      "start": 928.636,
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      "text": "那我们在",
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    },
    {
      "start": 929.836,
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      "text": "因为我刚刚建了一个目的",
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      "compression_ratio": 1.3478260869565217,
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    {
      "start": 931.036,
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      "text": "所以我要切换到这个",
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    {
      "start": 933.336,
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      "text": "这个里面去啊",
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    {
      "start": 935.156,
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      "text": "mcp server",
      "chunk": 1,
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      "avg_logprob": -0.1904123107348483,
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      "compression_ratio": 1.3478260869565217,
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    },
    {
      "start": 935.936,
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      "text": "然后再切换到file manager",
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      "no_speech_prob": 3.392906094967785e-11,
      "compression_ratio": 1.3478260869565217,
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    {
      "start": 938.316,
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      "text": "然后放到外面吧",
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    {
      "start": 940.536,
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      "text": "在这个里面啊",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.1904123107348483,
      "no_speech_prob": 3.392906094967785e-11,
      "compression_ratio": 1.3478260869565217,
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    },
    {
      "start": 942.056,
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      "text": "然后我在这个里面去切换Codex",
      "chunk": 1,
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      "avg_logprob": -0.4260225128709224,
      "no_speech_prob": 1.3813603906565053e-11,
      "compression_ratio": 0.9629629629629629,
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    {
      "start": 946.056,
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      "text": "好",
      "chunk": 1,
      "language": "zh",
      "avg_logprob": -0.4260225128709224,
      "no_speech_prob": 1.3813603906565053e-11,
      "compression_ratio": 0.9629629629629629,
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    },
    {
      "start": 947.216,
      "end": 950.456,
      "text": "然后接下来你就很简单了啊",
      "chunk": 1,
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      "no_speech_prob": 1.3813603906565053e-11,
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    },
    {
      "start": 950.456,
      "end": 952.216,
      "text": "你就直接这么说",
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    {
      "start": 952.216,
      "end": 954.816,
      "text": "请帮我交",
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    {
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      "text": "file",
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      "text": "配置到",
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      "start": 967.32,
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      "text": "配置成mc codex的mcp服务就可以了。",
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      "start": 973.32,
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      "text": "就这么跟他说",
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      "start": 974.04,
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      "text": "他会自动的去分析的啊",
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      "text": "应该怎么来配",
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    {
      "start": 976.54,
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      "text": "加到配置文件里面",
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    {
      "start": 978.38,
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      "text": "你看他会去分析啊",
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      "start": 980.26,
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      "text": "他不是一下来就直接给你配了啊",
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      "start": 982.36,
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      "text": "他得分析一下",
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      "start": 983.28,
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      "text": "你当前这个是不是一个标准的MCP server",
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      "start": 986.44,
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      "text": "是吧",
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    {
      "start": 986.96,
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      "text": "能不能啊",
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      "start": 988.48,
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      "text": "能不能用",
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      "start": 989.32,
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      "text": "他得分析一下这个基本的逻辑有没有问题吧",
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      "start": 992.2,
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      "text": "不是一上来就给你配了啊",
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    {
      "start": 993.8,
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      "text": "配完不能用",
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      "start": 994.58,
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      "text": "他是不行的",
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      "start": 995.94,
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      "text": "所以Cortex的一个智能之处就是在于",
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    {
      "start": 998.46,
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      "text": "他会帮你去验证啊",
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    {
      "start": 1000.46,
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      "text": "验证这个MCP server里面到底能不能用",
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      "text": "是吧",
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      "start": 1003.44,
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      "text": "如果不能用的话",
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      "start": 1004.3,
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      "text": "他可能会报一些错误",
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      "text": "所以这个里面你看",
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      "start": 1007.66,
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      "text": "他就发现了一些问题啊",
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      "text": "比如说这个readme少了一层fire manager",
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      "text": "他会按实际的这个路口来配置",
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      "text": "是吧",
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      "start": 1015.28,
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      "text": "然后包括一些执行时候啊",
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      "start": 1019.72,
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      "text": "可能一些进程",
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      "start": 1020.46,
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      "text": "可能会有一些权限的一些问题",
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      "start": 1022.08,
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      "text": "那他都会帮你去处理啊",
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      "start": 1024.02,
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      "text": "按照他的一个指引去操作就可以了",
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    {
      "start": 1026.18,
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      "text": "所以整个啊",
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      "start": 1028.72,
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      "text": "我们其实都可以让AI来帮我们完成",
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      "start": 1030.74,
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      "text": "但是的话",
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      "start": 1031.64,
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      "text": "大家需要知道",
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    {
      "start": 1032.7,
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      "text": "他整个一个逻辑啊",
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      "start": 1034.18,
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      "text": "比如说这个mcp配置文件在哪里",
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    {
      "start": 1036.48,
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      "text": "怎么来配",
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      "start": 1037.4,
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      "text": "应该是怎么一个规范",
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    {
      "start": 1038.46,
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      "text": "遇到问题之后啊",
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      "text": "因为AI他其实也不能保证说",
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      "start": 1041.98,
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      "text": "就都没问题了是吧",
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      "start": 1043.6,
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      "text": "有些情况下",
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    {
      "start": 1045.0,
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      "text": "他解决不了的问题",
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    {
      "start": 1046.26,
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      "text": "还是需要我们人为去排查",
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    {
      "start": 1048.0,
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      "text": "纠正再给他一些建议的",
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    {
      "start": 1049.78,
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      "text": "如果大家不理解这个整个的一个",
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      "compression_ratio": 1.4761904761904763,
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    },
    {
      "start": 1051.76,
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      "text": "配置逻辑的话",
      "chunk": 2,
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      "compression_ratio": 1.4761904761904763,
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    {
      "start": 1052.52,
      "end": 1056.38,
      "text": "你后面其实也不太好去解决这些问题啊",
      "chunk": 2,
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    {
      "start": 1056.38,
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      "text": "所以AI确实能帮我们干活",
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    },
    {
      "start": 1058.18,
      "end": 1060.54,
      "text": "但是我们还是需要人为去做一个审查",
      "chunk": 2,
      "language": "zh",
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      "no_speech_prob": 1.9298283457369614e-11,
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    {
      "start": 1060.54,
      "end": 1062.52,
      "text": "做一些这个指导",
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    {
      "start": 1062.52,
      "end": 1062.9,
      "text": "是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.20130201067243303,
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    {
      "start": 1062.9,
      "end": 1063.92,
      "text": "这样的话",
      "chunk": 2,
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      "compression_ratio": 1.3537906137184115,
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    },
    {
      "start": 1063.92,
      "end": 1066.6,
      "text": "我们的这个效率的话才会高",
      "chunk": 2,
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      "compression_ratio": 1.3537906137184115,
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    {
      "start": 1066.6,
      "end": 1069.62,
      "text": "你看现在他们是不是就把我们配好了",
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      "start": 1069.62,
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      "text": "他在这个POM里面145行",
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      "text": "我们找一下",
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      "text": "145行",
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      "start": 1075.74,
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      "text": "你看是不是现在把我们配好了",
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      "text": "File Manager",
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      "start": 1078.84,
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      "text": "然后是基于Node.js的方式去运行的",
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      "start": 1082.14,
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      "text": "然后核心的话就是去执行这个js",
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      "text": "是吧",
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      "start": 1085.3,
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      "text": "然后已经启用了",
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      "start": 1086.9,
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      "text": "并且的话",
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      "text": "你看他还帮我们验证了",
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      "text": "这个是最关键的",
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      "text": "就这个MACP服务到底能不能用",
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      "start": 1094.02,
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      "text": "后再次帮我们考虑的非常完善",
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      "start": 1096.3,
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      "text": "保证它是可以正常启动的",
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    {
      "start": 1099.5,
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      "text": "这个状态是enabled",
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      "start": 1100.94,
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      "text": "然后PowerShare拦截了NPM.PS",
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      "text": "所以他把它优化一下",
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      "text": "因为PowerShare会有一个权限",
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      "text": "就是不能随便去运行",
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      "text": "所以他会用NPM.CMD",
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      "start": 1114.6,
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      "text": "因为这个权限的话会更高",
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      "start": 1116.26,
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      "text": "但是因为咱们这个是管理员模式",
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      "start": 1118.52,
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      "text": "所以应该也没什么问题",
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      "text": "然后就是我们再看一下",
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      "text": "买些-mcp服务",
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    {
      "start": 1125.16,
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      "text": "看一下刚刚那个已经有没有配置成功",
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      "text": "你看fire manager",
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      "text": "是不是就OK了",
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    {
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      "text": "然后这个fire manager到底能干嘛呢",
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    {
      "start": 1133.72,
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      "text": "比如说我们自己搭建的",
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      "text": "大家可能也不知道怎么用是吧",
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      "start": 1136.3,
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      "text": "因为他这点看全是英文的",
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      "text": "这些个工具是吧",
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      "text": "开发人员可能会比较清楚",
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      "text": "但是技术小白的话可能不知道",
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      "text": "那你也很简单",
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      "text": "你就直接问他",
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      "text": "就是你直接问他",
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      "text": "mcp服务怎么使用",
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      "text": "你就直接这么去问他",
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      "start": 1162.76,
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      "text": "他会教你那些个服务",
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    {
      "start": 1164.98,
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      "text": "他的作用是什么",
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      "text": "就是他提供的一些工具",
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      "text": "应该怎么来调用",
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      "start": 1170.52,
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      "text": "那这样的话就是",
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      "text": "我们可以去",
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    {
      "start": 1174.24,
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      "text": "就是一个神说明",
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      "text": "是吧",
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      "start": 1178.1,
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      "text": "或者是你直接去用",
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    {
      "start": 1180.62,
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      "text": "自然语言去对话也是可以的",
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      "start": 1182.4,
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      "text": "你看它的能力是什么呢",
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    {
      "start": 1185.12,
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      "text": "查询目录",
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      "start": 1186.38,
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      "text": "然后读取文本文件",
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      "text": "写文件",
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      "text": "创建目录是吧",
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    {
      "start": 1191.5,
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      "text": "那我们就随便来验证一下",
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    {
      "start": 1193.3,
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      "text": "来测试一下呗",
      "chunk": 2,
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      "start": 1194.16,
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      "text": "你就直接这么跟他说",
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    },
    {
      "start": 1196.48,
      "end": 1199.84,
      "text": "调用file manage",
      "chunk": 2,
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      "avg_logprob": -0.21632557530556956,
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      "compression_ratio": 1.2370689655172413,
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    {
      "start": 1199.84,
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      "text": "是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21632557530556956,
      "no_speech_prob": 1.764415870353364e-11,
      "compression_ratio": 1.2370689655172413,
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    },
    {
      "start": 1200.62,
      "end": 1201.18,
      "text": "然后",
      "chunk": 2,
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    },
    {
      "start": 1201.18,
      "end": 1205.02,
      "text": "你就直接什么呢",
      "chunk": 2,
      "language": "zh",
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      "compression_ratio": 1.5167464114832536,
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    },
    {
      "start": 1205.02,
      "end": 1206.72,
      "text": "查询一下",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18850129795825388,
      "no_speech_prob": 2.0361866706619658e-11,
      "compression_ratio": 1.5167464114832536,
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    },
    {
      "start": 1206.72,
      "end": 1212.54,
      "text": "比如说我们现在有这个目录结构",
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    },
    {
      "start": 1212.54,
      "end": 1212.94,
      "text": "是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18850129795825388,
      "no_speech_prob": 2.0361866706619658e-11,
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    },
    {
      "start": 1212.94,
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      "text": "这个目录结构这里面",
      "chunk": 2,
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      "avg_logprob": -0.18850129795825388,
      "no_speech_prob": 2.0361866706619658e-11,
      "compression_ratio": 1.5167464114832536,
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    },
    {
      "start": 1214.88,
      "end": 1216.74,
      "text": "然后就随便查询一下",
      "chunk": 2,
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      "no_speech_prob": 2.0361866706619658e-11,
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    },
    {
      "start": 1216.74,
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      "text": "洛伊的这个",
      "chunk": 2,
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      "avg_logprob": -0.18850129795825388,
      "no_speech_prob": 2.0361866706619658e-11,
      "compression_ratio": 1.5167464114832536,
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    },
    {
      "start": 1217.42,
      "end": 1219.82,
      "text": "这个Codex目录下面有一个洛伊项目",
      "chunk": 2,
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      "no_speech_prob": 2.0361866706619658e-11,
      "compression_ratio": 1.5167464114832536,
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    },
    {
      "start": 1219.82,
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      "text": "我想把这个项目的这个结构查询出来",
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      "no_speech_prob": 2.0361866706619658e-11,
      "compression_ratio": 1.5167464114832536,
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    },
    {
      "start": 1222.24,
      "end": 1223.54,
      "text": "那你就把这个复制一下",
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    },
    {
      "start": 1223.54,
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      "text": "是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18850129795825388,
      "no_speech_prob": 2.0361866706619658e-11,
      "compression_ratio": 1.5167464114832536,
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    },
    {
      "start": 1224.52,
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      "text": "目录结构",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18850129795825388,
      "no_speech_prob": 2.0361866706619658e-11,
      "compression_ratio": 1.5167464114832536,
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    },
    {
      "start": 1227.8,
      "end": 1229.48,
      "text": "就提到这么一个需求",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18850129795825388,
      "no_speech_prob": 2.0361866706619658e-11,
      "compression_ratio": 1.5167464114832536,
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    },
    {
      "start": 1229.48,
      "end": 1231.34,
      "text": "那他就调用这个MCB server",
      "chunk": 2,
      "language": "zh",
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      "no_speech_prob": 1.8481445540619035e-11,
      "compression_ratio": 1.3228070175438595,
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    },
    {
      "start": 1231.34,
      "end": 1232.54,
      "text": "帮我们去干这个事情",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21173368994869404,
      "no_speech_prob": 1.8481445540619035e-11,
      "compression_ratio": 1.3228070175438595,
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    },
    {
      "start": 1232.54,
      "end": 1235.22,
      "text": "然后我看一下他能不能执行成功啊",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21173368994869404,
      "no_speech_prob": 1.8481445540619035e-11,
      "compression_ratio": 1.3228070175438595,
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    },
    {
      "start": 1235.22,
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      "text": "这个就是我们自己写的一个MCB服务",
      "chunk": 2,
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      "avg_logprob": -0.21173368994869404,
      "no_speech_prob": 1.8481445540619035e-11,
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    },
    {
      "start": 1238.88,
      "end": 1240.62,
      "text": "他应该怎么样去用",
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    {
      "start": 1240.62,
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      "text": "是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21173368994869404,
      "no_speech_prob": 1.8481445540619035e-11,
      "compression_ratio": 1.3228070175438595,
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    },
    {
      "start": 1241.3,
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      "text": "你看现在是基于MCB的一个SDIO协议去调用的",
      "chunk": 2,
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      "avg_logprob": -0.21173368994869404,
      "no_speech_prob": 1.8481445540619035e-11,
      "compression_ratio": 1.3228070175438595,
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    },
    {
      "start": 1246.56,
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      "text": "所以的话就是",
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      "compression_ratio": 1.3228070175438595,
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    },
    {
      "start": 1247.84,
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      "text": "他这里会帮你做一些这个调整啊",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.21173368994869404,
      "no_speech_prob": 1.8481445540619035e-11,
      "compression_ratio": 1.3228070175438595,
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    },
    {
      "start": 1251.56,
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      "text": "你看首先大家去读取层级的一个目入结构啊",
      "chunk": 2,
      "language": "zh",
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      "no_speech_prob": 1.8481445540619035e-11,
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    },
    {
      "start": 1256.6,
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      "text": "你看是不是就出来了",
      "chunk": 2,
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      "avg_logprob": -0.21173368994869404,
      "no_speech_prob": 1.8481445540619035e-11,
      "compression_ratio": 1.3228070175438595,
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    },
    {
      "start": 1258.84,
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      "text": "是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.2150089068290515,
      "no_speech_prob": 2.2722834031041472e-11,
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    },
    {
      "start": 1259.44,
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      "text": "但是这里我们看啊",
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      "avg_logprob": -0.2150089068290515,
      "no_speech_prob": 2.2722834031041472e-11,
      "compression_ratio": 1.3979591836734695,
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    },
    {
      "start": 1261.58,
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      "text": "它是基于MCB server的方式调用的",
      "chunk": 2,
      "language": "zh",
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      "no_speech_prob": 2.2722834031041472e-11,
      "compression_ratio": 1.3979591836734695,
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    },
    {
      "start": 1264.34,
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      "text": "它不是说用Codex本身的能力啊",
      "chunk": 2,
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    },
    {
      "start": 1266.8,
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      "text": "这个是不一样的",
      "chunk": 2,
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      "no_speech_prob": 2.2722834031041472e-11,
      "compression_ratio": 1.3979591836734695,
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    },
    {
      "start": 1268.24,
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      "text": "我们从这个调用细节里面可以看到",
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    {
      "start": 1270.12,
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      "text": "你看",
      "chunk": 2,
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      "no_speech_prob": 2.2722834031041472e-11,
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    },
    {
      "start": 1270.38,
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      "text": "这是它是用了一个JS的这么一个",
      "chunk": 2,
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      "compression_ratio": 1.3979591836734695,
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    {
      "start": 1273.18,
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      "text": "走了一个",
      "chunk": 2,
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      "no_speech_prob": 2.2722834031041472e-11,
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    },
    {
      "start": 1275.18,
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      "text": "JSON RPC的一个server是吧",
      "chunk": 2,
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    },
    {
      "start": 1277.98,
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      "text": "就是一个STDIO的一个符",
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    {
      "start": 1279.74,
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      "text": "然后就给它调用成功了",
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    {
      "start": 1282.26,
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      "text": "是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.2150089068290515,
      "no_speech_prob": 2.2722834031041472e-11,
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    },
    {
      "start": 1282.8,
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      "text": "这个是列出目录啊",
      "chunk": 2,
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      "avg_logprob": -0.2150089068290515,
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      "compression_ratio": 1.3979591836734695,
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    {
      "start": 1284.58,
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      "text": "然后它其实还有一些能力就是",
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    },
    {
      "start": 1286.1,
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      "text": "读取文件嘛是吧",
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    {
      "start": 1287.82,
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      "text": "读取文件写文件啊",
      "chunk": 2,
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      "compression_ratio": 1.449438202247191,
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    {
      "start": 1289.68,
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      "text": "这个大家可以自己去试一下",
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    },
    {
      "start": 1291.84,
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      "text": "那比如说我们现在就读一个文件吧",
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    },
    {
      "start": 1295.78,
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      "text": "查询一个文件",
      "chunk": 2,
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    {
      "start": 1297.86,
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      "text": "读取",
      "chunk": 2,
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      "no_speech_prob": 1.3209423138649257e-11,
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    },
    {
      "start": 1300.46,
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      "text": "读取这个目录下面的一个",
      "chunk": 2,
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      "compression_ratio": 1.449438202247191,
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    },
    {
      "start": 1303.92,
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      "text": "这个我们看一下啊",
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      "compression_ratio": 1.449438202247191,
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    },
    {
      "start": 1306.2,
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      "text": "Vidami吧",
      "chunk": 2,
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    },
    {
      "start": 1306.84,
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      "text": "读取一个或者是",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.2752091571538135,
      "no_speech_prob": 1.3209423138649257e-11,
      "compression_ratio": 1.449438202247191,
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    },
    {
      "start": 1309.42,
      "end": 1311.26,
      "text": "啊需求",
      "chunk": 2,
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    },
    {
      "start": 1311.26,
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      "text": "就就读取这个Vidami看一下",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.2752091571538135,
      "no_speech_prob": 1.3209423138649257e-11,
      "compression_ratio": 1.449438202247191,
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    },
    {
      "start": 1317.82,
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      "text": "现在我们要去读取内容是吧",
      "chunk": 2,
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      "no_speech_prob": 2.0837739519996568e-11,
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    },
    {
      "start": 1323.68,
      "end": 1325.48,
      "text": "看一下能不能读取啊",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18969212059213333,
      "no_speech_prob": 2.0837739519996568e-11,
      "compression_ratio": 1.417004048582996,
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    },
    {
      "start": 1325.48,
      "end": 1331.38,
      "text": "你看他现在就是帮我们定位到了readfile这个工具是吧",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18969212059213333,
      "no_speech_prob": 2.0837739519996568e-11,
      "compression_ratio": 1.417004048582996,
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    {
      "start": 1331.38,
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      "text": "那现在他会去启动这么一个啊",
      "chunk": 2,
      "language": "zh",
      "avg_logprob": -0.18969212059213333,
      "no_speech_prob": 2.0837739519996568e-11,
      "compression_ratio": 1.417004048582996,
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    },
    {
      "start": 1334.82,
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      "text": "连接到这么一个服务上去",
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      "start": 1336.26,
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      "text": "然后去做一个处理啊",
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    {
      "start": 1338.22,
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      "text": "你看这个是我们一个开源项目",
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      "start": 1341.94,
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      "text": "在这个项目里面我们就可以看得到",
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    {
      "start": 1343.9,
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      "text": "他已经读取到了一个文档啊",
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      "no_speech_prob": 2.0837739519996568e-11,
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    {
      "start": 1346.18,
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      "text": "这个是前后段分离的一个项目啊",
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    {
      "start": 1348.82,
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      "text": "什么什么的是吧",
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    {
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      "text": "这个就是他读学到的",
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    {
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      "text": "这个就是我们自己你要去搭建一个MCB server",
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    {
      "start": 1356.86,
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      "text": "然后去给它配置",
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    {
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      "text": "包括使用",
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    {
      "start": 1359.32,
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      "text": "包括我们要用第三方的MCB server",
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      "text": "这个大家都可以去用啊",
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      "text": "那MCB这个你还可以在外面啊",
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      "text": "就是你不需要进入到这个Codex里面去啊",
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    {
      "start": 1372.0,
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      "text": "然后看一下它的一个使用啊",
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    {
      "start": 1374.88,
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      "text": "那主要的一个",
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      "compression_ratio": 1.5319148936170213,
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    {
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      "text": "就是管理方式的话",
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    {
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      "text": "就是查询是吧",
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      "compression_ratio": 1.5319148936170213,
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    {
      "start": 1380.56,
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      "text": "然后查询每一个",
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      "compression_ratio": 1.5319148936170213,
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    {
      "start": 1381.76,
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      "text": "然后去添加啊",
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    {
      "start": 1384.12,
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      "text": "或者是做一些其他的这个处理的",
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    {
      "start": 1386.5,
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      "text": "这个就是他的一个使用",
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    {
      "start": 1389.0,
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      "text": "包括你看这个里面",
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    {
      "start": 1390.2,
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      "text": "config指定配置文件",
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    {
      "start": 1392.02,
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      "text": "他也跟你说了",
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    {
      "start": 1393.38,
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      "text": "他默认会加在这个里面的啊",
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    {
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      "text": "但是你也可以指定",
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    {
      "start": 1396.12,
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      "text": "其他的配置文件去重载他",
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    {
      "start": 1397.7,
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      "text": "这个就是mcp的一些子命令啊",
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      "text": "这个大家有需要的话",
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      "text": "你可以去找到一些命令去用啊",
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    {
      "start": 1404.68,
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      "text": "所以它的一个使用路口有很多啊",
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      "start": 1409.1,
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      "text": "我们可以在整个的一个终端里面去用",
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    {
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      "text": "也可以在VSCode啊",
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      "start": 1415.32,
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      "text": "就是Cursor这种插件里面去用",
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    {
      "start": 1417.12,
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      "text": "然后的话",
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    {
      "start": 1418.04,
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      "text": "大家你也可以在这个里面去用啊",
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    {
      "start": 1420.32,
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      "text": "这个都是OK的",
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    {
      "start": 1421.2,
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      "text": "因为MCP Server它是这个全局的啊",
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    {
      "start": 1424.82,
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      "text": "就是它是整个应用级别的",
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      "start": 1427.6,
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      "text": "就用户级别的",
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      "text": "所以你在哪里用",
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      "start": 1429.44,
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      "text": "它都是一样的",
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    {
      "start": 1430.32,
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      "text": "比如说我们就随便在这个对话里面",
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    {
      "start": 1432.14,
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      "text": "帮我查询下",
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    {
      "start": 1436.86,
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      "text": "file manager",
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      "start": 1441.747,
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      "text": "manage mcb服务有哪些工具",
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      "start": 1455.247,
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      "text": "你看他会去搜啊",
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      "text": "你看配置里面确实有这个",
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      "start": 1473.747,
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      "text": "就是他是放在这个全局的一个",
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      "start": 1477.367,
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      "text": "这个配置文件里面的啊",
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      "start": 1480.207,
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      "text": "所以他肯定是能找到的",
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    {
      "start": 1485.247,
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      "text": "你看这个是吧",
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    {
      "start": 1488.467,
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      "text": "我们在任何一个对话里面",
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      "text": "你都能找到这个mcb工具",
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      "start": 1491.947,
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      "text": "因为它是全局的",
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    {
      "start": 1493.307,
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      "text": "它不是某个项目的",
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    {
      "start": 1495.047,
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      "text": "这个是需要注意的",
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      "text": "然后大家自己要去写这个stdio的一个所有的话",
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      "text": "也有一些这个参数",
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      "text": "是吧",
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      "text": "就我们前面给他说了",
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    {
      "start": 1505.707,
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      "text": "首先最关键的就是一个启动的命令",
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      "text": "比如说你是用node启动的",
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      "text": "还是用python启动的",
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      "text": "你有哪些参数",
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      "start": 1511.807,
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      "text": "包括一些环境变量啊",
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      "start": 1513.607,
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      "text": "等等的",
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      "start": 1514.347,
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      "text": "包括一个这个工作目录",
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      "start": 1516.327,
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      "text": "大家都可以去做一个切换",
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      "text": "是吧",
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      "start": 1518.687,
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      "text": "然后如果说你是开发一个",
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      "start": 1522.447,
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      "text": "这个streaming的播",
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      "start": 1524.147,
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      "text": "就整个一个流逝的这种方式的话",
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      "text": "那你其实就可以什么呢",
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      "text": "在这个里面啊",
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      "start": 1533.587,
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      "text": "你可以去做一些这个细节的一些调整",
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      "text": "比如说一些这个",
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      "start": 1539.627,
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      "text": "整个的一个UIL是吧",
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      "start": 1543.667,
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      "text": "它的一个参数应该是怎么样的",
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      "text": "包括它的一个整个的一个细节啊",
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      "text": "一些http的一些参数啊",
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      "text": "包括环境的一些这个参数",
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      "start": 1554.967,
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      "text": "这个大家都可以去做一些这个设定啊",
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    {
      "start": 1559.067,
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      "text": "这个是基于这个streamable的啊",
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      "text": "那其实我们可以给大家开发一个简单的一个mcp",
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      "text": "server啊",
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      "text": "基于这个http的这种协议啊",
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      "text": "我们可以来实现一下",
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    {
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      "text": "比如说我们现在在这个下面",
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      "text": "这下面已经有一个fire manager 是吧",
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      "text": "那我现在再开发一个",
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      "text": "codex",
      "chunk": 3,
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    {
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      "text": "比如说帮我开发一个",
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      "text": "stream的不",
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      "text": "http的一个server",
      "chunk": 3,
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    {
      "start": 1595.227,
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      "text": "或者叫mcp server",
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    {
      "start": 1599.667,
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      "text": "主要实现",
      "chunk": 3,
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    },
    {
      "start": 1602.267,
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      "text": "加减乘除运算",
      "chunk": 3,
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      "avg_logprob": -0.13223983992391558,
      "no_speech_prob": 1.854012256219395e-11,
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    {
      "start": 1609.707,
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      "text": "就是我这个做一个非常简单的一个事例",
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    {
      "start": 1612.447,
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      "text": "就你传这个",
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      "start": 1613.847,
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      "text": "比如说你要计算一个加法",
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      "start": 1615.307,
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      "text": "你传两个参数是吧",
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    {
      "start": 1616.327,
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      "text": "一加一",
      "chunk": 3,
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    {
      "start": 1616.767,
      "end": 1619.147,
      "text": "然后他最后结果给你返回二",
      "chunk": 3,
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    {
      "start": 1619.147,
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      "text": "就是实现一个非常简单的一个运算的这么一个功能",
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    {
      "start": 1622.207,
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      "text": "然后这个里面就是我们可以去",
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    {
      "start": 1625.527,
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      "text": "让他实现一下",
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    {
      "start": 1627.847,
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      "text": "其实很简单",
      "chunk": 3,
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    {
      "start": 1630.087,
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      "text": "跟那个stdno没有太大区别",
      "chunk": 3,
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      "avg_logprob": -0.13223983992391558,
      "no_speech_prob": 1.854012256219395e-11,
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    {
      "start": 1632.147,
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      "text": "就是传输协议上的一个区别",
      "chunk": 3,
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      "avg_logprob": -0.17850024124671673,
      "no_speech_prob": 1.1879200748077245e-11,
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    {
      "start": 1634.167,
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      "text": "其他上面的话没有太大区别",
      "chunk": 3,
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      "no_speech_prob": 1.1879200748077245e-11,
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    {
      "start": 1636.607,
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      "text": "所以这时候他的一个参数的话",
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    {
      "start": 1641.247,
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      "text": "就会带上这个HTTP的一个IPD指甲端口",
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      "start": 1645.067,
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      "text": "这个大家做一个区分就可以了",
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    {
      "start": 1657.467,
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      "text": "你看他其实也是还是基于这个整个的一个",
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      "no_speech_prob": 1.1879200748077245e-11,
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    {
      "start": 1662.147,
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      "text": "Node.js去实现的啊",
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      "text": "你看他会去查询规范啊",
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      "text": "他不是随便写的",
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    {
      "start": 1667.487,
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      "text": "他去查询当前MCP官方的一些规范",
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      "no_speech_prob": 1.9187998412384388e-11,
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    {
      "start": 1670.547,
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      "text": "因为我们这个需求是做四则运算嘛",
      "chunk": 3,
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      "no_speech_prob": 1.9187998412384388e-11,
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    {
      "start": 1674.267,
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      "text": "是吧",
      "chunk": 3,
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      "avg_logprob": -0.21226008858267717,
      "no_speech_prob": 1.9187998412384388e-11,
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    {
      "start": 1674.587,
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      "text": "所以他要看一下",
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      "text": "整个MCP的一个规范应该怎么来实现",
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    {
      "start": 1680.447,
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      "text": "然后的话包括一些网络请求啊",
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      "text": "是吧",
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    {
      "start": 1684.047,
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      "text": "这个就啊",
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    {
      "start": 1686.367,
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      "text": "他一样",
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      "start": 1687.947,
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      "text": "然后它是我看一下",
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      "start": 1692.787,
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      "text": "它是还是写到那个fire manager里面去了",
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    {
      "start": 1695.347,
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      "text": "他应该会帮我们建一个新的项目",
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      "start": 1698.127,
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      "text": "我看一下",
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      "start": 1700.027,
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      "text": "你看他会建一个单独的建一个calculate",
      "chunk": 3,
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      "avg_logprob": -0.15878991100275627,
      "no_speech_prob": 1.596947053761344e-11,
      "compression_ratio": 1.2899159663865547,
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    {
      "start": 1707.047,
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      "text": "就是一个计算的一个mcp server",
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      "start": 1708.967,
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      "text": "那等他这个跑完之后",
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    {
      "start": 1714.587,
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      "text": "我们再来验证一下这个服务",
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      "start": 1716.107,
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      "text": "其实他已经帮我们验好了",
      "chunk": 3,
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      "compression_ratio": 1.2899159663865547,
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      "start": 1717.787,
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      "text": "就现在我们用Codex去跑的话",
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    {
      "start": 1720.967,
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      "text": "基本上这个一次就过了",
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    },
    {
      "start": 1723.547,
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      "text": "没有什么太大问题的",
      "chunk": 3,
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    {
      "start": 1725.107,
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      "text": "因为它已经帮你把验证全部做完了",
      "chunk": 3,
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      "no_speech_prob": 1.9954720167913997e-11,
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    {
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      "text": "这就是Codex它的一个智能智处",
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    },
    {
      "start": 1729.847,
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      "text": "它这个里面有一个Edgerton Lobe",
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    {
      "start": 1732.167,
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      "text": "就它会不断的去循环验证",
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    },
    {
      "start": 1734.627,
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      "text": "直到帮你把这个问题验证完",
      "chunk": 3,
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      "no_speech_prob": 1.9954720167913997e-11,
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    {
      "start": 1736.907,
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      "text": "你看它已经验证通过了",
      "chunk": 3,
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      "avg_logprob": -0.14751936634134802,
      "no_speech_prob": 1.9954720167913997e-11,
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    {
      "start": 1739.667,
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      "text": "所以它写完之后直接就帮你验证了",
      "chunk": 3,
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    {
      "start": 1741.787,
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      "text": "包括它这个细节",
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      "text": "你看四则运算的这个工具",
      "chunk": 3,
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      "avg_logprob": -0.14751936634134802,
      "no_speech_prob": 1.9954720167913997e-11,
      "compression_ratio": 1.3576158940397351,
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    {
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      "text": "然后包括这个规范",
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    {
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      "text": "是吧",
      "chunk": 3,
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      "avg_logprob": -0.1822419577086998,
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    {
      "start": 1749.047,
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      "text": "你看这个规范",
      "chunk": 3,
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      "avg_logprob": -0.1822419577086998,
      "no_speech_prob": 2.251897279759163e-11,
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    {
      "start": 1750.147,
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      "text": "它都是参考了",
      "chunk": 3,
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    {
      "start": 1751.427,
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      "text": "Orthlopic官方的这个MCP的服务规范去做的",
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    {
      "start": 1755.287,
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      "text": "你们可以看一下这个规范",
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    {
      "start": 1757.187,
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      "text": "当然这个页面",
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    {
      "start": 1761.967,
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      "text": "它这个地址错了",
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    {
      "start": 1763.767,
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      "text": "你看就是它可以参考官方的这个文档去做的",
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    {
      "start": 1766.487,
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      "text": "所以这一块是非常智能的",
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    {
      "start": 1768.207,
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      "text": "然后包括一些主要文件",
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    {
      "start": 1770.187,
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      "text": "已经验证通过了",
      "chunk": 3,
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    {
      "start": 1771.247,
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      "text": "是吧",
      "chunk": 3,
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    {
      "start": 1771.607,
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      "text": "然后包括这个地址",
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    {
      "start": 1774.087,
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      "text": "它其实也是可以访问的",
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    {
      "start": 1775.907,
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      "text": "看一下",
      "chunk": 3,
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      "avg_logprob": -0.3959721284754136,
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    {
      "start": 1777.067,
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      "text": "那我们直接访问这个是报错的",
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    {
      "start": 1784.007,
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      "text": "我们可以让它配置一下",
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    {
      "start": 1785.207,
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      "text": "现在我们看一下它有没有配置上去啊",
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      "text": "by manager",
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      "text": "现在是没有配置的",
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    {
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      "text": "我们让它配置一下",
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    {
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      "text": "帮我把这个",
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      "text": "配置到",
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    {
      "start": 1799.727,
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      "text": "就是把这个",
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    {
      "start": 1801.467,
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      "text": "这个名字",
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      "text": "calculate",
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      "text": "配置到codex mcp服务中",
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      "text": "我配置一下",
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      "text": "然后我们来调用一下",
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    {
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      "text": "看能不能跑得通啊",
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      "text": "然后这个里面他就开始去搜索了",
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      "text": "这个streamable的一个HTV的应该怎么配置",
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      "text": "所以他这里也是参考官方文档",
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      "text": "参考文档之后的话",
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      "text": "然后再去做一个配置的",
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      "start": 1849.287,
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      "text": "然后他分析了一些版本问题",
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    {
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      "text": "可能会有一些暴错",
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      "text": "对不对",
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      "text": "然后他会分析一下",
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      "text": "你看现在",
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      "text": "你看这个http的这个mcp server",
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      "text": "加入的方式的话",
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      "text": "就是用一个地址",
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    {
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      "text": "前面我们那个加入的话",
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      "text": "是吧",
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      "text": "他是一个名称",
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      "text": "或者是一个pass",
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    {
      "start": 1872.247,
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      "text": "然后现在的话",
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      "text": "是吧",
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    {
      "start": 1876.407,
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      "text": "好",
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    {
      "start": 1877.767,
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      "text": "我们现在给他配置一下",
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    {
      "start": 1878.707,
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      "text": "看一下能不能运行",
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      "text": "你看如果我们自己去配的话",
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      "text": "你就会遇到各种各种的问题",
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      "text": "那你让Codex帮你去配置的话",
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      "text": "其实你可以省很多事情",
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      "text": "在这个里面我们就会让它去做各种优化",
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      "text": "最终它会保证你这个服务它是可用啊",
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      "text": "然后因为它配置的时候",
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      "text": "可能还会出现一些问题",
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      "text": "你看它这里面还帮你备份了一个配置文件",
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      "text": "还把他帮你改坏了",
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      "text": "然后倒是有问题他能回馈",
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      "text": "这个就是他比较智能的一点",
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    {
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      "text": "他会自动化帮你去做一个处理的",
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      "text": "所以他会先备备奋一下",
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    {
      "start": 1923.6,
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      "text": "已经写入了。然后你看他会去验证。就是今晚上都不需要我们去验证。他会自己去测试的。",
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    {
      "start": 1936.3,
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      "text": "所以等我们去用的时候",
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    {
      "start": 1938.74,
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      "text": "这个服务基本上没有问题了",
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      "start": 1940.48,
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      "text": "要是他验证有问题的话",
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    {
      "start": 1941.96,
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      "text": "他会不断的循环去保证",
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    {
      "start": 1945.16,
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      "text": "我们最终是没有问题的",
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      "start": 1947.2,
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      "text": "你看现在已经能解析到了是吧",
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    {
      "start": 1949.74,
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      "text": "然后他再去检查这个端口",
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      "text": "端口还没被监听",
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    {
      "start": 1955.7,
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      "text": "所以他会你看会启动这个node进程",
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    {
      "start": 1958.02,
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      "text": "就这个服务他会都帮你启动了",
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    {
      "start": 1960.3,
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      "text": "然后你只需要用就可以了",
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    {
      "start": 1962.8,
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      "text": "所以整个过程其实就是一个自动化",
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    {
      "start": 1966.02,
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      "text": "那我们其实就是要去等待一下",
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    {
      "start": 1971.86,
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      "text": "看一下它的一个实现",
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      "start": 1979.98,
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      "start": 1981.8,
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      "start": 1999.08,
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      "start": 2006.1,
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      "start": 2028.54,
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      "text": "做一些授权啊等等",
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      "text": "它要做回调啊",
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      "start": 2078.04,
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      "text": "因为它要做登录之类的授权嘛",
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      "text": "所以我们要去配啊",
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      "start": 2081.84,
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      "text": "这个大家在用一些第三方的",
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      "start": 2084.08,
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      "text": "一些mcp server的时候",
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      "start": 2085.28,
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      "text": "经常会有一个跳转啊",
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      "text": "他最开始要做一个授权",
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      "text": "所以大家遇到授权的话",
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      "text": "其实这些东西",
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      "text": "你都交给codex",
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      "start": 2093.1,
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      "text": "帮你处理就可以了",
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      "start": 2094.22,
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      "text": "你看了这个写的好像挺复杂的",
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      "start": 2096.8,
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      "text": "但其实你就让他自动化了去操作就可以了",
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      "start": 2099.78,
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      "text": "只是大家需要知道",
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    {
      "start": 2100.86,
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      "text": "有一个这么author的一个授权认证",
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      "no_speech_prob": 2.0211212911624976e-11,
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    {
      "start": 2103.7,
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      "text": "他要跳转一个地址",
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      "start": 2104.86,
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      "text": "然后再监听",
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    {
      "start": 2105.78,
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      "text": "再然后再做一个授权确认",
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    {
      "start": 2108.18,
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      "text": "无非就是有这么一个流程",
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      "text": "大家只需要知道有这么个流程就行了",
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      "text": "然后我们在这个里面",
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      "start": 2115.1,
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      "text": "可能要去配一个这个回调是吧",
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      "text": "你要告诉MCP",
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      "text": "你应该去回调这个服务是吧",
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      "text": "就它有个第三方有个回调的",
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      "start": 2125.68,
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      "text": "确认一下它是验证通过的",
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      "text": "包括我们其实还可以用MCP server",
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      "start": 2130.82,
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      "text": "去做很多事情",
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      "text": "就连接到Figma的一些MCP server",
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      "text": "是吧",
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      "text": "连接到Chroma的这么一些这个工具",
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      "text": "然后包括各种各样的工具",
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      "text": "它都可以通过MCP服务给它提升进来",
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      "start": 2143.52,
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      "text": "然后其实这个",
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      "text": "我们也可以去在一些插件里面",
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    {
      "start": 2151.08,
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      "text": "找到一些MCP server",
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      "text": "它其实就给你集成了一些MCP server",
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      "text": "那大家也可以去用",
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      "text": "比如说我们在这个里面",
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      "start": 2162.94,
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      "text": "就可以去找一下",
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      "text": "这里面这个Codex",
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      "text": "这里面有设置",
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      "text": "设置里面有一个插件",
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      "text": "这个插件里面有些它就是MCP server",
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      "start": 2175.48,
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      "text": "有些是纯粹的工具调用",
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      "text": "有些是就是MCP server",
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      "text": "你像这个Figma做设计的是吧",
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      "start": 2183.08,
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      "start": 2185.96,
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      "text": "它是需要登录才能使用的",
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      "start": 2187.46,
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      "text": "所以这个具体大家去",
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      "start": 2189.8,
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      "text": "你要去登录账号才行",
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      "start": 2190.94,
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      "text": "但你也可以把那个",
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      "start": 2192.94,
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      "text": "mcb的一个配置拿到",
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      "text": "你自己去配也是可以的",
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      "start": 2196.52,
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      "text": "就是你可以用插件的方式去用",
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      "start": 2198.18,
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      "text": "也可以自己去配啊",
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    {
      "start": 2199.78,
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      "text": "这个都是没有问题的",
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      "start": 2200.84,
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      "text": "我看一下刚刚那个ok没有",
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    {
      "start": 2203.96,
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      "text": "还在写",
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    {
      "start": 2207.54,
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      "text": "这个是不是卡住了",
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    {
      "start": 2210.68,
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      "text": "卡的有点久了",
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    {
      "start": 2215.44,
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      "text": "他这个服务是不是已经启动了",
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    {
      "start": 2217.26,
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      "text": "但是没有给他生效啊",
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    {
      "start": 2219.52,
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      "text": "看一下",
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    {
      "start": 2219.98,
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      "text": "打开这个mcp server",
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    {
      "start": 2227.86,
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      "text": "看一下这个有没有连接成功啊",
      "chunk": 4,
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    {
      "start": 2229.98,
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      "text": "mcp服务器",
      "chunk": 4,
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    {
      "start": 2232.44,
      "end": 2234.48,
      "text": "你看是已经成功的",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.20566860510378468,
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      "compression_ratio": 1.4134078212290502,
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    },
    {
      "start": 2234.48,
      "end": 2235.64,
      "text": "已经成功",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.20566860510378468,
      "no_speech_prob": 1.0653268198157484e-11,
      "compression_ratio": 1.4134078212290502,
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    },
    {
      "start": 2235.64,
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      "text": "它这个端口可能是已经启动了",
      "chunk": 4,
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      "no_speech_prob": 1.0653268198157484e-11,
      "compression_ratio": 1.4134078212290502,
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      "start": 2237.82,
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      "text": "那我就直接看调用一下",
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      "compression_ratio": 1.4134078212290502,
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    },
    {
      "start": 2239.68,
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      "text": "它这个服务是已经启动了",
      "chunk": 4,
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      "no_speech_prob": 1.0653268198157484e-11,
      "compression_ratio": 1.4134078212290502,
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    },
    {
      "start": 2244.42,
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      "text": "那我们应该就直接可以用了",
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      "compression_ratio": 1.4134078212290502,
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    },
    {
      "start": 2247.26,
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      "text": "调用",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.20566860510378468,
      "no_speech_prob": 1.0653268198157484e-11,
      "compression_ratio": 1.4134078212290502,
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    },
    {
      "start": 2248.74,
      "end": 2252.98,
      "text": "要用这个Current",
      "chunk": 4,
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      "avg_logprob": -0.3680123255803035,
      "no_speech_prob": 9.800274307358858e-12,
      "compression_ratio": 0.958041958041958,
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    {
      "start": 2252.98,
      "end": 2257.9,
      "text": "帮我计算下",
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      "compression_ratio": 0.958041958041958,
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    },
    {
      "start": 2257.9,
      "end": 2260.06,
      "text": "1加1",
      "chunk": 4,
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      "no_speech_prob": 9.800274307358858e-12,
      "compression_ratio": 0.958041958041958,
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    {
      "start": 2260.06,
      "end": 2261.56,
      "text": "1加2",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.3680123255803035,
      "no_speech_prob": 9.800274307358858e-12,
      "compression_ratio": 0.958041958041958,
      "source": "whisper"
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    {
      "start": 2269.5,
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      "text": "这个应该是起一个服务",
      "chunk": 4,
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      "no_speech_prob": 9.800274307358858e-12,
      "compression_ratio": 0.958041958041958,
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    },
    {
      "start": 2271.1,
      "end": 2272.7,
      "text": "它在这里等着",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.3680123255803035,
      "no_speech_prob": 9.800274307358858e-12,
      "compression_ratio": 0.958041958041958,
      "source": "whisper"
    },
    {
      "start": 2272.7,
      "end": 2274.54,
      "text": "那我们单独在另外里面",
      "chunk": 4,
      "language": "zh",
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      "compression_ratio": 0.958041958041958,
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    },
    {
      "start": 2274.54,
      "end": 2275.34,
      "text": "也会去写吧",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.3680123255803035,
      "no_speech_prob": 9.800274307358858e-12,
      "compression_ratio": 0.958041958041958,
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    },
    {
      "start": 2278.74,
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      "text": "我把这个消息",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.690142817367679e-11,
      "compression_ratio": 1.3264248704663213,
      "source": "whisper"
    },
    {
      "start": 2281.64,
      "end": 2283.96,
      "text": "在这个里面",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.23730738022748163,
      "no_speech_prob": 1.690142817367679e-11,
      "compression_ratio": 1.3264248704663213,
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    },
    {
      "start": 2283.96,
      "end": 2285.34,
      "text": "这里因为阻塞了",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.23730738022748163,
      "no_speech_prob": 1.690142817367679e-11,
      "compression_ratio": 1.3264248704663213,
      "source": "whisper"
    },
    {
      "start": 2285.34,
      "end": 2288.64,
      "text": "我们换一个窗口再来调用",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.690142817367679e-11,
      "compression_ratio": 1.3264248704663213,
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    },
    {
      "start": 2288.64,
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      "text": "这里他起来",
      "chunk": 4,
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      "no_speech_prob": 1.690142817367679e-11,
      "compression_ratio": 1.3264248704663213,
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    },
    {
      "start": 2289.96,
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      "text": "把那个mcb server给他启动了",
      "chunk": 4,
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      "no_speech_prob": 1.690142817367679e-11,
      "compression_ratio": 1.3264248704663213,
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    },
    {
      "start": 2291.66,
      "end": 2293.16,
      "text": "所以的话就是",
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      "compression_ratio": 1.3264248704663213,
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    },
    {
      "start": 2293.16,
      "end": 2296.4,
      "text": "在这个里面",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.23730738022748163,
      "no_speech_prob": 1.690142817367679e-11,
      "compression_ratio": 1.3264248704663213,
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    {
      "start": 2296.4,
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      "text": "我们看到的是一个服务已经启动了",
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      "no_speech_prob": 1.690142817367679e-11,
      "compression_ratio": 1.3264248704663213,
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    {
      "start": 2299.1,
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      "text": "这个是已经调用成功了吗",
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    {
      "start": 2302.98,
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      "text": "mcb服务",
      "chunk": 4,
      "language": "zh",
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      "compression_ratio": 1.3264248704663213,
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    },
    {
      "start": 2308.74,
      "end": 2313.9,
      "text": "script",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.43982305024799545,
      "no_speech_prob": 1.075818080453761e-11,
      "compression_ratio": 0.9694656488549618,
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    },
    {
      "start": 2313.9,
      "end": 2315.78,
      "text": "这个计算结果应该是成功的吧",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.43982305024799545,
      "no_speech_prob": 1.075818080453761e-11,
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    },
    {
      "start": 2315.78,
      "end": 2317.58,
      "text": "然后我来查询一下",
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      "no_speech_prob": 1.075818080453761e-11,
      "compression_ratio": 0.9694656488549618,
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    {
      "start": 2317.58,
      "end": 2318.58,
      "text": "查询一下",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.43982305024799545,
      "no_speech_prob": 1.075818080453761e-11,
      "compression_ratio": 0.9694656488549618,
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    },
    {
      "start": 2318.58,
      "end": 2330.18,
      "text": "calculate mcp服务可用的工具有哪",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.075818080453761e-11,
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      "start": 2330.18,
      "end": 2332.98,
      "text": "哪些",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 1.075818080453761e-11,
      "compression_ratio": 0.9694656488549618,
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    },
    {
      "start": 2338.74,
      "end": 2351.28,
      "text": "当前对话是没有这个服务的",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 2.215866032329039e-11,
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    },
    {
      "start": 2351.28,
      "end": 2352.96,
      "text": "但是全局里面是有这个的",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 2.215866032329039e-11,
      "compression_ratio": 1.2802547770700636,
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    },
    {
      "start": 2352.96,
      "end": 2355.04,
      "text": "我们让他可以去搜一下",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 2.215866032329039e-11,
      "compression_ratio": 1.2802547770700636,
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    {
      "start": 2361.04,
      "end": 2362.08,
      "text": "大家看看",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.28718203467291753,
      "no_speech_prob": 2.215866032329039e-11,
      "compression_ratio": 1.2802547770700636,
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    },
    {
      "start": 2362.08,
      "end": 2363.74,
      "text": "你看这个里面是不是就有了",
      "chunk": 4,
      "language": "zh",
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      "no_speech_prob": 2.215866032329039e-11,
      "compression_ratio": 1.2802547770700636,
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    },
    {
      "start": 2363.74,
      "end": 2364.36,
      "text": "是吧",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.28718203467291753,
      "no_speech_prob": 2.215866032329039e-11,
      "compression_ratio": 1.2802547770700636,
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    },
    {
      "start": 2364.36,
      "end": 2366.48,
      "text": "本地卡卡里特",
      "chunk": 4,
      "language": "zh",
      "avg_logprob": -0.28718203467291753,
      "no_speech_prob": 2.215866032329039e-11,
      "compression_ratio": 1.2802547770700636,
      "source": "whisper"
    },
    {
      "start": 2366.48,
      "end": 2368.22,
      "text": "应该是应该是这个名词",
      "chunk": 4,
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      "no_speech_prob": 2.215866032329039e-11,
      "compression_ratio": 1.2802547770700636,
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    },
    {
      "start": 2368.22,
      "end": 2370.82,
      "text": "我们看一下这个配置里面有没有生效",
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      "no_speech_prob": 5.728501006885267e-12,
      "compression_ratio": 0.8135593220338984,
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      "start": 2371.414,
      "end": 2374.414,
      "text": "你看,这是不是就已经生效了。",
      "chunk": 5,
      "language": "zh",
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      "no_speech_prob": 1.2202782187498151e-11,
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      "start": 2374.414,
      "end": 2376.414,
      "text": "你看这里就是UIL。",
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      "no_speech_prob": 1.2202782187498151e-11,
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      "start": 2376.414,
      "end": 2378.414,
      "text": "其实可以对比一下。",
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      "no_speech_prob": 1.2202782187498151e-11,
      "compression_ratio": 1.2489082969432315,
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      "start": 2378.414,
      "end": 2382.414,
      "text": "刚刚那个stdio的这个连接方式它是运输行的。",
      "chunk": 5,
      "language": "zh",
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      "no_speech_prob": 1.2202782187498151e-11,
      "compression_ratio": 1.2489082969432315,
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    {
      "start": 2382.414,
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      "text": "然后到了这个concuret",
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    {
      "start": 2385.354,
      "end": 2387.874,
      "text": "它是streamable HTTP的",
      "chunk": 5,
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      "no_speech_prob": 1.3517524773132283e-11,
      "compression_ratio": 1.1126126126126126,
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    {
      "start": 2387.874,
      "end": 2390.274,
      "text": "流逝的这种SSE的这种方式",
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      "no_speech_prob": 1.3517524773132283e-11,
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      "start": 2390.274,
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      "text": "那么在这个里面",
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    {
      "start": 2390.914,
      "end": 2394.174,
      "text": "它就变成了一个UIL的一种方式了",
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      "no_speech_prob": 1.3517524773132283e-11,
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      "start": 2394.174,
      "end": 2395.254,
      "text": "这里大家需要注意一下",
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      "no_speech_prob": 1.3517524773132283e-11,
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      "start": 2395.254,
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      "text": "这是两种协议的一个区别",
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      "start": 2397.974,
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      "text": "然后我们可以啊",
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    {
      "start": 2399.874,
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      "text": "调用",
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    {
      "start": 2404.614,
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      "text": "计算",
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    {
      "start": 2406.774,
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      "text": "5",
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      "start": 2410.174,
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      "text": "和5",
      "chunk": 5,
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    {
      "start": 2412.414,
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      "text": "加减乘除",
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