diff --git a/.vscode/settings.json b/.vscode/settings.json
index 82ea997..42ea0a8 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -20,6 +20,7 @@
     "langchain",
     "langfuse",
     "langgraph",
+    "LLMRes",
     "metas",
     "MIAI",
     "michat",
diff --git a/bun.lockb b/bun.lockb
index fe556d2..d3b8a97 100755
Binary files a/bun.lockb and b/bun.lockb differ
diff --git a/controller/groupAgent/agent.ts b/controller/groupAgent/agent.ts
index 262eed4..61741b7 100644
--- a/controller/groupAgent/agent.ts
+++ b/controller/groupAgent/agent.ts
@@ -1,5 +1,6 @@
 import { Context } from "../../types"
 import llm from "../../utils/llm"
+import { cleanLLMRes } from "../../utils/llm/base"
 import getChatHistory from "./chatHistory"
 
 const agent = async (ctx: Context) => {
@@ -7,20 +8,22 @@ const agent = async (ctx: Context) => {
     logger,
     requestId,
     larkCard,
-    larkService,
+    larkService: { message },
     appInfo,
     larkBody: { messageId, msgText, chatId, mentions, rawMsgText, openId },
   } = ctx
   const cardGender = larkCard.child("groupAgent")
-  const replyCard = larkService.message.updateReplyMessage(messageId)
-  const loadingMessageId = await replyCard(
-    cardGender.genPendingCard("分析中，请稍等...")
+  const loadingMessageId = await message.updateOrReply(
+    cardGender.genPendingCard("正在分析时间区间，请稍等...")
   )
   // 使用大模型解析用户输入
   const { startTime, endTime } = await llm.timeParser(msgText, requestId)
   logger.info(`Parsed time: startTime: ${startTime}, endTime: ${endTime}`)
   // 更新卡片
-  await replyCard(cardGender.genPendingCard("正在爬楼中，请稍等..."))
+  await message.updateOrReply(
+    cardGender.genPendingCard("正在爬楼中，请稍等...")
+  )
+
   // 获取聊天记录
   const { messages: chatHistory, mentions: historyMentions } =
     await getChatHistory(ctx, {
@@ -35,7 +38,7 @@ const agent = async (ctx: Context) => {
   // 如果没有聊天记录，返回错误信息
   if (chatHistory.length === 0) {
     logger.info("No chat history found")
-    await replyCard(cardGender.genErrorCard("未找到聊天记录"))
+    await message.updateOrReply(cardGender.genErrorCard("未找到聊天记录"))
     return
   }
   logger.debug(`Chat history: ${JSON.stringify(chatHistory)}`)
@@ -52,7 +55,9 @@ const agent = async (ctx: Context) => {
 
   // 调用大模型
   try {
-    await replyCard(cardGender.genPendingCard("LLM输出中，请稍等..."))
+    await message.updateOrReply(
+      cardGender.genPendingCard("LLM输出中，请稍等...")
+    )
     const llmRes = (await llm.invoke(
       "groupAgent",
       {
@@ -66,13 +71,13 @@ const agent = async (ctx: Context) => {
     logger.info(
       `LLM invoked successfully, see detail: http://langfuse.ai.srv/project/cm1j2tkj9001gukrgdvc1swuw/sessions/${requestId}`
     )
-    const cleanedLlmRes = llmRes
-      .replace(/```(\w+)?\n([\s\S]*?)```/g, "$2")
-      .trim()
-    await replyCard(cardGender.genSuccessCard(cleanedLlmRes))
+    const cleanedLlmRes = cleanLLMRes(llmRes)
+    await message.updateOrReply(cardGender.genSuccessCard(cleanedLlmRes))
   } catch (error: any) {
     logger.error(`Failed to invoke llm: ${error.message}`)
-    await replyCard(cardGender.genErrorCard("LLM调用失败: " + error.message))
+    await message.updateOrReply(
+      cardGender.genErrorCard("LLM调用失败: " + error.message)
+    )
   }
 }
 
diff --git a/controller/groupAgent/report.ts b/controller/groupAgent/report.ts
index 2461fde..76aaabd 100644
--- a/controller/groupAgent/report.ts
+++ b/controller/groupAgent/report.ts
@@ -18,13 +18,21 @@ const genSummary = async (
   timeScope: "daily" | "weekly",
   trigger: "auto" | "manual"
 ) => {
-  const { logger, requestId, larkCard, larkService, appInfo, larkBody } = ctx
+  const {
+    logger,
+    requestId,
+    larkCard,
+    larkService,
+    appInfo,
+    larkService: { message },
+  } = ctx
   logger.info(`genSummary ${timeScope} by ${trigger}`)
   const cardGender = larkCard.child("groupAgent")
-  const replyCard = larkService.message.updateReplyMessage(larkBody.messageId)
   try {
     if (trigger === "manual") {
-      await replyCard(cardGender.genPendingCard("总结中，请稍等..."))
+      await message.updateOrReply(
+        cardGender.genPendingCard("总结中，请稍等...")
+      )
     }
     // 获取群聊信息
     const chat = await db.chat.getAndCreate(ctx)
@@ -86,7 +94,7 @@ const genSummary = async (
 
     // 发送卡片消息，手动触发时回复原消息
     if (trigger === "manual") {
-      await replyCard(cardContent)
+      await message.updateOrReply(cardContent)
     } else {
       await larkService.message.sendCard2Chat(chatId, cardContent)
     }
@@ -104,7 +112,7 @@ const genSummary = async (
     )
     // 手动触发时回复原消息
     if (trigger === "manual") {
-      await replyCard(errorCard)
+      await message.updateOrReply(errorCard)
     }
     // 自动触发发送给自己的订阅群
     else {
@@ -175,15 +183,19 @@ const setSubscription = async (
   timeScope: "daily" | "weekly",
   value: boolean
 ) => {
-  const { larkService, logger, larkBody, larkCard } = ctx
+  const {
+    larkService: { message },
+    logger,
+    larkBody,
+    larkCard,
+  } = ctx
   const cardGender = larkCard.child("groupAgent")
-  const sendErrorMsg = (message: string) =>
-    larkService.message.replyCard(
-      larkBody.messageId,
+  const sendErrorMsg = (msg: string) =>
+    message.updateOrReply(
       cardGender.genErrorCard(
         `${
           value ? RespMessage.registerFailed : RespMessage.cancelFailed
-        }: ${message}`
+        }: ${msg}`
       )
     )
   try {
@@ -207,28 +219,25 @@ const setSubscription = async (
       }
       hasUpdate = true
     }
-    let message = ""
+    let msg = ""
     if (!hasUpdate && value) {
-      message =
+      msg =
         timeScope === "daily"
           ? RespMessage.hasRegisteredDaily
           : RespMessage.hasRegisteredWeekly
     } else if (!value) {
-      message =
+      msg =
         timeScope === "daily"
           ? RespMessage.cancelDailySuccess
           : RespMessage.cancelWeeklySuccess
     } else {
-      message =
+      msg =
         timeScope === "daily"
           ? RespMessage.registerDailySuccess
           : RespMessage.registerWeeklySuccess
     }
     // 发送成功消息
-    await larkService.message.replyCard(
-      larkBody.messageId,
-      cardGender.genSuccessCard(message)
-    )
+    await message.updateOrReply(cardGender.genSuccessCard(msg))
   } catch (e: any) {
     logger.error(`Subscribe error: ${e.message}`)
     await sendErrorMsg(e.message)
diff --git a/controller/soupAgent/index.ts b/controller/soupAgent/index.ts
index 2c82d21..a1e88f4 100644
--- a/controller/soupAgent/index.ts
+++ b/controller/soupAgent/index.ts
@@ -140,16 +140,16 @@ const chat2Soup = async (ctx: Context) => {
     logger,
     attachService,
     larkCard,
-    larkService,
+    larkService: { message },
   } = ctx
   const cardGender = larkCard.child("soupAgent")
-  const replyCard = larkService.message.updateReplyMessage(messageId, "text")
+  message.setReplyMessage(messageId, "text")
   const activeGame = await db.soupGame.getActiveOneByChatId(chatId)
   if (!activeGame) {
     logger.info(`chatId: ${chatId} has no active game`)
     return
   }
-  await replyCard("模型生成中...")
+  await message.updateOrReply("模型生成中...")
 
   const res = await attachService.chat2Soup({
     user_query: msgText,
@@ -158,7 +158,7 @@ const chat2Soup = async (ctx: Context) => {
   })
   if (!res) {
     logger.error(`chatId: ${chatId} failed to get soup result`)
-    await larkService.message.replyCard(
+    await message.replyCard(
       messageId,
       cardGender.genErrorCard(SoupGameMessage.chatFailed)
     )
@@ -176,30 +176,27 @@ const chat2Soup = async (ctx: Context) => {
   ])
 
   // 回复用户模型的消息
-  await replyCard(res.content)
+  await message.updateOrReply(res.content)
 }
 
 /**
  * 海龟汤游戏
  * @param ctx
  */
-const soupAgent = async (ctx: Context) => {
+const agent = async (ctx: Context) => {
   const {
-    larkBody: { msgText, chatId },
+    larkBody: { chatId },
   } = ctx
   if (!chatId) return
-  if (msgText === "开始游戏") {
-    startOrStopGame(ctx, true)
-    return true
-  }
-  if (msgText === "结束游戏" || msgText === "停止游戏") {
-    startOrStopGame(ctx, false)
-    return true
-  }
   const activeGame = await db.soupGame.getActiveOneByChatId(chatId)
   if (!activeGame) return false
   chat2Soup(ctx)
   return true
 }
 
+const soupAgent = {
+  startOrStopGame,
+  agent,
+}
+
 export default soupAgent
diff --git a/package.json b/package.json
index 4c0db4d..f5c21b6 100644
--- a/package.json
+++ b/package.json
@@ -19,11 +19,11 @@
   "devDependencies": {
     "@commitlint/cli": "^19.6.1",
     "@commitlint/config-conventional": "^19.6.0",
-    "@eslint/js": "^9.18.0",
+    "@eslint/js": "^9.19.0",
     "@types/node-schedule": "^2.1.7",
     "@types/uuid": "^10.0.0",
     "bun-types": "^1.2.0",
-    "eslint": "^9.18.0",
+    "eslint": "^9.19.0",
     "eslint-plugin-simple-import-sort": "^12.1.1",
     "eslint-plugin-unused-imports": "^4.1.4",
     "husky": "^9.1.7",
@@ -39,13 +39,13 @@
     "@egg/hooks": "^1.2.0",
     "@egg/lark-msg-tool": "^1.21.0",
     "@egg/logger": "^1.6.0",
-    "@egg/net-tool": "^1.27.0",
+    "@egg/net-tool": "^1.28.2",
     "@egg/path-tool": "^1.4.1",
-    "@langchain/core": "^0.3.33",
+    "@langchain/core": "^0.3.36",
     "@langchain/langgraph": "^0.2.41",
     "@langchain/openai": "^0.3.17",
     "joi": "^17.13.3",
-    "langfuse-langchain": "^3.32.1",
+    "langfuse-langchain": "^3.32.3",
     "node-schedule": "^2.1.1",
     "p-limit": "^6.2.0",
     "pocketbase": "^0.23.0",
diff --git a/routes/bot/eventMsg.ts b/routes/bot/eventMsg.ts
index 77ce12d..20e90cd 100644
--- a/routes/bot/eventMsg.ts
+++ b/routes/bot/eventMsg.ts
@@ -1,9 +1,8 @@
-import tempMap from "../../constant/template"
-import gitlabEvent from "../../controller/gitlabEvent"
 import groupAgent from "../../controller/groupAgent"
-import createKVTemp from "../../controller/sheet/createKVTemp"
 import soupAgent from "../../controller/soupAgent"
 import { Context } from "../../types"
+import llm from "../../utils/llm"
+import { cleanLLMRes } from "../../utils/llm/base"
 import { isNotP2POrAtBot } from "../../utils/message"
 
 /**
@@ -65,167 +64,105 @@ const manageIdMsg = ({
   )
 
 /**
- * 回复引导消息
+ * 处理意图消息
  * @param {Context} ctx - 上下文数据
  */
-const manageHelpMsg = (
-  { larkBody: { chatId }, larkCard, larkService }: Context,
-  tempKey: keyof typeof tempMap
-) =>
-  larkService.message.sendCard2Chat(
-    chatId,
-    larkCard.genTempCard(tempKey, { chat_id: chatId }) as string
-  )
-
-/**
- * 处理命令消息
- * @param {Context} ctx - 上下文数据
- */
-const manageCMDMsg = async (ctx: Context) => {
+const manageIntent = async (ctx: Context) => {
   const {
     body,
     logger,
-    larkService,
+    larkService: { message },
     attachService,
-    larkBody: { msgText, chatId, isInGroup, isP2P },
+    larkBody: { msgText, chatId },
+    larkCard,
+    requestId,
   } = ctx
   logger.info(`bot req text: ${msgText}`)
-
-  // 处理命令消息
-  if (msgText === "/id") {
-    logger.info(`bot command is /id, chatId: ${chatId}`)
-    await manageIdMsg(ctx)
-    return
-  }
-
-  // CI监控
-  if (msgText === "/ci monitor") {
-    logger.info(`bot command is /ci, chatId: ${chatId}`)
-    await attachService.ciMonitor(chatId)
-    return
-  }
-  // 简报
-  if (
-    msgText.startsWith("简报") ||
-    msgText.startsWith("share") ||
-    (msgText.includes("share") && msgText.includes("简报"))
-  ) {
-    logger.info(`bot command is share report, chatId: ${chatId}`)
-    // 这个用时比较久，先发一条提醒用户收到了请求
-    // TODO: 迁移到简报服务中
-    await larkService.message.sendText2Chat(
-      chatId,
-      "正在为您收集简报，请稍等片刻~"
-    )
-    await attachService.reportCollector(body)
-    return
-  }
-  // 创建Sheet DB
-  if (msgText === "/gen db") {
-    logger.info(`bot command is /gen db, chatId: ${chatId}`)
-    await createKVTemp.createFromEvent(ctx)
-    return
-  }
-
-  // 关闭CICD成功提醒
-  if (msgText.startsWith("/ci off")) {
-    logger.info(`bot command is /notify ci off, chatId: ${chatId}`)
-    await gitlabEvent.register.closeCICDNotify(
-      ctx,
-      Number(msgText.replace("/ci off ", ""))
-    )
-    return
-  }
-
-  // 开启CICD成功提醒
-  if (msgText.startsWith("/ci")) {
-    logger.info(`bot command is /ci, chatId: ${chatId}`)
-    await gitlabEvent.register.openCICDNotify(
-      ctx,
-      Number(msgText.replace("/ci ", ""))
-    )
-    return
-  }
-
-  // 关闭MR自动总结
-  if (msgText.startsWith("/mr off")) {
-    logger.info(`bot command is /mr off, chatId: ${chatId}`)
-    await gitlabEvent.register.closeMRSummary(
-      ctx,
-      Number(msgText.replace("/mr off ", ""))
-    )
-    return
-  }
-
-  // 开启MR自动总结
-  if (msgText.startsWith("/mr")) {
-    logger.info(`bot command is /mr, chatId: ${chatId}`)
-    await gitlabEvent.register.openMRSummary(
-      ctx,
-      Number(msgText.replace("/mr ", ""))
-    )
-    return
-  }
-
-  // 私聊场景下或者/help命令
-  if (msgText === "/help" || isP2P) {
-    logger.info(`bot command is /help, chatId: ${chatId}`)
-    await manageHelpMsg(ctx, "eggGuide")
-    return
-  }
-
-  // 仅限群组功能
-  if (isInGroup) {
-    // 注册群组日报
-    if (msgText === "开启日报") {
-      logger.info(
-        `bot command is register, chatId: ${chatId}, timeScope: daily`
-      )
-      groupAgent.report.setSubscription(ctx, "daily", true)
-      return
-    }
-    // 注册群组周报
-    if (msgText === "开启周报") {
-      logger.info(
-        `bot command is register, chatId: ${chatId}, timeScope: weekly`
-      )
-      groupAgent.report.setSubscription(ctx, "weekly", true)
+  await message.updateOrReply(
+    larkCard.genPendingCard("正在理解您的意图，请稍等...")
+  )
+  try {
+    const llmRes = (await llm.invoke(
+      "intentRecognition",
+      {
+        userInput: msgText,
+        time: new Date().toLocaleString("zh-CN", { timeZone: "Asia/Shanghai" }),
+      },
+      requestId
+    )) as string
+    const cleanedLlmRes = cleanLLMRes(llmRes)
+    logger.info(`intentRecognition llm res: ${cleanedLlmRes}`)
+    // 返回值不是数字，说明是通识回答
+    const intent = Number(cleanedLlmRes)
+    if (isNaN(intent)) {
+      await message.updateOrReply(larkCard.genSuccessCard(cleanedLlmRes))
       return
     }
 
-    // 注销群组日报
-    if (msgText === "关闭日报") {
-      logger.info(
-        `bot command is unregister, chatId: ${chatId}, timeScope: daily`
-      )
-      groupAgent.report.setSubscription(ctx, "daily", false)
-      return
+    switch (intent) {
+      // 获取聊天ID
+      case 1:
+        await manageIdMsg(ctx)
+        break
+      // CI监控
+      case 2:
+        await attachService.ciMonitor(chatId)
+        break
+      // 生成简报
+      case 3:
+        await message.updateOrReply(
+          larkCard.genSuccessCard("正在为您收集简报，请稍等片刻~")
+        )
+        await attachService.reportCollector(body)
+        break
+      // 获取帮助
+      case 4:
+        await message.updateOrReply(
+          larkCard.genTempCard("eggGuide", { chat_id: chatId }) as string
+        )
+        break
+      // 开启日报订阅
+      case 5:
+        groupAgent.report.setSubscription(ctx, "daily", true)
+        break
+      // 开启周报订阅
+      case 6:
+        groupAgent.report.setSubscription(ctx, "weekly", true)
+        break
+      // 关闭日报订阅
+      case 7:
+        groupAgent.report.setSubscription(ctx, "daily", false)
+        break
+      // 关闭周报订阅
+      case 8:
+        groupAgent.report.setSubscription(ctx, "weekly", false)
+        break
+      // 立即发送日报
+      case 9:
+        groupAgent.report.gen4Test(ctx, "daily")
+        break
+      // 立即发送周报
+      case 10:
+        groupAgent.report.gen4Test(ctx, "weekly")
+        break
+      // 开始海龟汤游戏
+      case 11:
+        soupAgent.startOrStopGame(ctx, true, "manual")
+        break
+      // 结束海龟汤游戏
+      case 12:
+        soupAgent.startOrStopGame(ctx, false, "manual")
+        break
+      // 通识回答
+      case 13:
+      default:
+        groupAgent.agent(ctx)
+        break
     }
-    // 注销群组周报
-    if (msgText === "关闭周报") {
-      logger.info(
-        `bot command is unregister, chatId: ${chatId}, timeScope: weekly`
-      )
-      groupAgent.report.setSubscription(ctx, "weekly", false)
-      return
-    }
-    // 立即发送日简报
-    if (msgText === "总结日报") {
-      logger.info(`bot command is summary, chatId: ${chatId}`)
-      groupAgent.report.gen4Test(ctx, "daily")
-      return
-    }
-    // 立即发送周简报
-    if (msgText === "总结周报") {
-      logger.info(`bot command is summary, chatId: ${chatId}`)
-      groupAgent.report.gen4Test(ctx, "weekly")
-      return
-    }
-    // 使用GroupAgent兜底
-    groupAgent.agent(ctx)
-    return
+  } catch (error) {
+    logger.error(`manageIntent error: ${error}`)
+    await message.updateOrReply(larkCard.genErrorCard(`意图分析失败`))
   }
-  return
 }
 
 /**
@@ -238,7 +175,7 @@ export const manageEventMsg = async (ctx: Context) => {
   // 过滤非法消息
   if (await filterIllegalMsg(ctx)) return
   // 海龟汤
-  if (await soupAgent(ctx)) return
+  if (await soupAgent.agent(ctx)) return
   // 处理命令消息
-  await manageCMDMsg(ctx)
+  await manageIntent(ctx)
 }
diff --git a/utils/genContext.ts b/utils/genContext.ts
index f7cebb2..ef8dfee 100644
--- a/utils/genContext.ts
+++ b/utils/genContext.ts
@@ -48,6 +48,8 @@ const genContext = async (req: Request, rId?: string) => {
   const logger = loggerIns.child({ requestId })
   const genResp = new NetTool({ requestId })
   const larkService = genLarkService("egg", requestId)
+  // 设置回复消息功能
+  larkService.message.setReplyMessage(larkBody.messageId)
   const gitlabService = new GitlabService({
     baseUrl: APP_CONFIG.GITLAB_BASE_URL,
     authKey: APP_CONFIG.GITLAB_AUTH_KEY,
diff --git a/utils/llm/base.ts b/utils/llm/base.ts
index c792511..8d2179e 100644
--- a/utils/llm/base.ts
+++ b/utils/llm/base.ts
@@ -38,3 +38,12 @@ export const getLangfuse = async (name: string, requestId: string) => {
     langfuse: new Langfuse(langfuseParams),
   }
 }
+
+/**
+ * 清理LLM输出
+ * @param llmRes LLM输出
+ * @returns
+ */
+export const cleanLLMRes = (llmRes: string) => {
+  return llmRes.replace(/```(\w+)?\n([\s\S]*?)```/g, "$2").trim()
+}