diff --git a/src/pages/pc/ckbox/weChat/components/ChatWindow/components/ProfileCard/components/QuickWords/index.tsx b/src/pages/pc/ckbox/weChat/components/ChatWindow/components/ProfileCard/components/QuickWords/index.tsx
index 58d7042..93251c4 100644
--- a/src/pages/pc/ckbox/weChat/components/ChatWindow/components/ProfileCard/components/QuickWords/index.tsx
+++ b/src/pages/pc/ckbox/weChat/components/ChatWindow/components/ProfileCard/components/QuickWords/index.tsx
@@ -22,6 +22,7 @@ import {
   PlayCircleOutlined,
   SearchOutlined,
   LinkOutlined,
+  QuestionCircleOutlined,
 } from "@ant-design/icons";
 import {
   QuickWordsItem,
@@ -76,6 +77,8 @@ const QuickWords: React.FC<QuickWordsProps> = ({ onInsert }) => {
   const [addModalVisible, setAddModalVisible] = useState(false);
   const [editModalVisible, setEditModalVisible] = useState(false);
   const [groupModalVisible, setGroupModalVisible] = useState(false);
+  const [previewModalVisible, setPreviewModalVisible] = useState(false);
+  const [previewReply, setPreviewReply] = useState<QuickWordsReply | null>(null);
   const [editingItem, setEditingItem] = useState<QuickWordsReply | null>(null);
   const [editingGroup, setEditingGroup] = useState<QuickWordsItem | null>(null);
   const [isAddingGroup, setIsAddingGroup] = useState(false);
@@ -147,6 +150,11 @@ const QuickWords: React.FC<QuickWordsProps> = ({ onInsert }) => {
   };
 
   const previewAndConfirmSend = (reply: QuickWordsReply) => {
+    setPreviewReply(reply);
+    setPreviewModalVisible(true);
+  };
+
+  const renderPreviewContent = (reply: QuickWordsReply) => {
     let previewNode: React.ReactNode = null;
     if (reply.msgType === MessageType.IMAGE) {
       previewNode = (
@@ -198,7 +206,6 @@ const QuickWords: React.FC<QuickWordsProps> = ({ onInsert }) => {
           <div
             style={{
               maxWidth: 400,
-              border: "1px solid #e8e8e8",
               borderRadius: 8,
               overflow: "hidden",
               backgroundColor: "#fff"
@@ -216,7 +223,7 @@ const QuickWords: React.FC<QuickWordsProps> = ({ onInsert }) => {
                   lineHeight: 1.4
                 }}
               >
-                {reply.title}
+               标题： {reply.title}
               </div>
 
               {/* 2. 封面图 */}
@@ -282,7 +289,7 @@ const QuickWords: React.FC<QuickWordsProps> = ({ onInsert }) => {
                     textOverflow: "ellipsis"
                   }}
                 >
-                  {linkData.desc}
+                 描述： {linkData.desc}
                 </div>
               )}
             </div>
@@ -310,16 +317,16 @@ const QuickWords: React.FC<QuickWordsProps> = ({ onInsert }) => {
       }
     }
 
-    Modal.confirm({
-      title: "确认发送该快捷语？",
-      content: previewNode,
-      okText: "发送",
-      cancelText: "取消",
-      onOk: () => {
-        sendQuickReplyNow(reply);
-        message.success("已发送");
-      },
-    });
+    return previewNode;
+  };
+
+  const handleConfirmSend = () => {
+    if (previewReply) {
+      sendQuickReplyNow(previewReply);
+      message.success("已发送");
+      setPreviewModalVisible(false);
+      setPreviewReply(null);
+    }
   };
 
   // 获取快捷语数据
@@ -765,6 +772,28 @@ const QuickWords: React.FC<QuickWordsProps> = ({ onInsert }) => {
           setIsAddingGroup(false);
         }}
       />
+
+      {/* 预览确认发送模态窗 */}
+      <Modal
+        title={
+          <div style={{ textAlign: "center", width: "100%", display: "flex", alignItems: "center", justifyContent: "center", gap: 8 }}>
+            <QuestionCircleOutlined style={{ fontSize: 18, color: "#1890ff" }} />
+            <span>确认发送该快捷语？</span>
+          </div>
+        }
+        open={previewModalVisible}
+        onOk={handleConfirmSend}
+        onCancel={() => {
+          setPreviewModalVisible(false);
+          setPreviewReply(null);
+        }}
+        okText="发送"
+        cancelText="取消"
+        width={520}
+        centered
+      >
+        {previewReply && renderPreviewContent(previewReply)}
+      </Modal>
     </Layout>
   );
 };
diff --git a/src/pages/pc/ckbox/weChat/components/SidebarMenu/MessageList/index.tsx b/src/pages/pc/ckbox/weChat/components/SidebarMenu/MessageList/index.tsx
index 5700111..d037009 100644
--- a/src/pages/pc/ckbox/weChat/components/SidebarMenu/MessageList/index.tsx
+++ b/src/pages/pc/ckbox/weChat/components/SidebarMenu/MessageList/index.tsx
@@ -26,7 +26,7 @@ import { useUserStore } from "@storeModule/user";
 import { MessageManager } from "@/utils/dbAction/message";
 import { ContactManager } from "@/utils/dbAction/contact";
 import { formatWechatTime } from "@/utils/common";
-import { messageFilter } from "@/utils/filter";
+import { formatMessagePreview } from "@/utils/messagePreview";
 import { ChatSession } from "@/utils/db";
 import { VirtualSessionList } from "@/components/VirtualSessionList";
 interface MessageListProps {}
@@ -68,7 +68,7 @@ const SessionItem: React.FC<SessionItemProps> = React.memo(
               </div>
             </div>
             <div className={styles.messageContent}>
-              {messageFilter(session.content)}
+              {formatMessagePreview(session.content)}
             </div>
           </div>
         </div>
diff --git a/src/pages/pc/ckbox/weChat/components/SidebarMenu/MessageList/index.virtual.tsx b/src/pages/pc/ckbox/weChat/components/SidebarMenu/MessageList/index.virtual.tsx
index 36c94f9..4a6b32e 100644
--- a/src/pages/pc/ckbox/weChat/components/SidebarMenu/MessageList/index.virtual.tsx
+++ b/src/pages/pc/ckbox/weChat/components/SidebarMenu/MessageList/index.virtual.tsx
@@ -24,7 +24,7 @@ import { useWeChatStore } from "@weChatStore/weChat";
 import { useUserStore } from "@storeModule/user";
 import { useContactStore } from "@weChatStore/contacts";
 import { formatWechatTime } from "@/utils/common";
-import { messageFilter } from "@/utils/filter";
+import { formatMessagePreview } from "@/utils/messagePreview";
 import { UserOutlined, TeamOutlined } from "@ant-design/icons";
 import { Avatar, Badge } from "antd";
 
@@ -61,7 +61,7 @@ const SessionItem: React.FC<{
             </div>
           </div>
           <div className={styles.messageContent}>
-            {messageFilter(session.content)}
+            {formatMessagePreview(session.content)}
           </div>
         </div>
       </div>
diff --git a/src/utils/messagePreview.ts b/src/utils/messagePreview.ts
new file mode 100644
index 0000000..627d65d
--- /dev/null
+++ b/src/utils/messagePreview.ts
@@ -0,0 +1,250 @@
+/**
+ * 消息预览格式化工具
+ * 用于会话列表中显示消息预览，参考 会话列表预览消息规则.md
+ */
+
+// 图片扩展名正则
+const IMAGE_EXT_REGEX = /\.(jpg|jpeg|png|gif|webp|bmp|svg)$/i;
+
+// 视频扩展名正则
+const VIDEO_EXT_REGEX = /\.(mp4|avi|mov|wmv|flv|mkv|webm|m4v)$/i;
+
+// 音频扩展名正则
+const AUDIO_EXT_REGEX = /\.(mp3|wav|wma|flac|aac|ogg|m4a)$/i;
+
+// 阿里云 OSS 前缀
+const ALIYUN_OSS_PREFIX = 'https://ac-weremote-s2.oss-cn-shenzhen.aliyuncs.com';
+
+/**
+ * 尝试解析 JSON
+ */
+const tryParseJson = (content: string): Record<string, any> | null => {
+  try {
+    return JSON.parse(content);
+  } catch {
+    return null;
+  }
+};
+
+/**
+ * 从 XML 字符串中提取 title
+ */
+const extractTitleFromXml = (xmlString: string): string | null => {
+  try {
+    // 尝试提取 <title> 标签内容
+    const titleMatch = xmlString.match(
+      /<title>([^<]*(?:<!\[CDATA\[[^\]]*\]\]>[^<]*)*)<\/title>/i
+    );
+    if (titleMatch && titleMatch[1]) {
+      let title = titleMatch[1];
+      // 处理 CDATA
+      title = title.replace(/<!\[CDATA\[(.*?)\]\]>/gi, '$1');
+      // 去除首尾空白
+      title = title.trim();
+      if (title) {
+        return title;
+      }
+    }
+  } catch {
+    // 解析失败，返回 null
+  }
+  return null;
+};
+
+/**
+ * 检查是否为阿里云 OSS 链接，并判断类型
+ */
+const checkAliyunOssLink = (url: string): '图片' | '视频' | '音频' | null => {
+  if (!url.includes(ALIYUN_OSS_PREFIX)) {
+    return null;
+  }
+
+  // 根据文件扩展名判断类型
+  if (IMAGE_EXT_REGEX.test(url)) {
+    return '图片';
+  }
+  if (VIDEO_EXT_REGEX.test(url)) {
+    return '视频';
+  }
+  if (AUDIO_EXT_REGEX.test(url)) {
+    return '音频';
+  }
+
+  return null;
+};
+
+/**
+ * 检查是否为小程序消息
+ */
+const isMiniProgramMessage = (jsonData: Record<string, any>): boolean => {
+  // 检查是否有 contentXml 且包含 appid
+  if (jsonData.contentXml && typeof jsonData.contentXml === 'string') {
+    const xmlContent = jsonData.contentXml;
+    // 检查是否包含 <appmsg appid= 或 <appid>
+    if (xmlContent.includes('<appmsg') && xmlContent.includes('appid')) {
+      return true;
+    }
+  }
+
+  // 检查是否有 type: "miniprogram"
+  if (jsonData.type === 'miniprogram') {
+    return true;
+  }
+
+  // 检查是否有 weappinfo 对象
+  if (jsonData.weappinfo || jsonData.weappInfo) {
+    return true;
+  }
+
+  return false;
+};
+
+/**
+ * 格式化消息预览内容
+ * @param content 原始消息内容
+ * @returns 格式化后的预览文本
+ */
+export function formatMessagePreview(
+  content: string | null | undefined
+): string {
+  // 处理空值
+  if (!content || typeof content !== 'string') {
+    return '暂无消息';
+  }
+
+  const trimmed = content.trim();
+
+  if (!trimmed) {
+    return '暂无消息';
+  }
+
+  // 1. 检查是否为阿里云 OSS 链接（纯链接字符串）
+  const aliyunOssType = checkAliyunOssLink(trimmed);
+  if (aliyunOssType) {
+    return `[${aliyunOssType}]`;
+  }
+
+  // 2. 尝试解析 JSON
+  const jsonData = tryParseJson(trimmed);
+
+  if (jsonData && typeof jsonData === 'object') {
+    // 2.1 检查是否为小程序消息
+    if (isMiniProgramMessage(jsonData)) {
+      return '[小程序消息]';
+    }
+
+    // 2.2 检查 JSON 中是否有阿里云 OSS 链接
+    // 遍历 JSON 对象的所有值，查找链接
+    const findAliyunOssLink = (obj: any): string | null => {
+      if (typeof obj === 'string' && obj.includes(ALIYUN_OSS_PREFIX)) {
+        return obj;
+      }
+      if (typeof obj === 'object' && obj !== null) {
+        for (const value of Object.values(obj)) {
+          const link = findAliyunOssLink(value);
+          if (link) {
+            return link;
+          }
+        }
+      }
+      return null;
+    };
+
+    const ossLink = findAliyunOssLink(jsonData);
+    if (ossLink) {
+      const ossType = checkAliyunOssLink(ossLink);
+      if (ossType) {
+        return `[${ossType}]`;
+      }
+    }
+
+    // 2.3 尝试从 contentXml 中提取 title
+    if (jsonData.contentXml && typeof jsonData.contentXml === 'string') {
+      const title = extractTitleFromXml(jsonData.contentXml);
+      if (title) {
+        // 限制长度
+        const maxLength = 50;
+        return title.length > maxLength
+          ? title.substring(0, maxLength) + '...'
+          : title;
+      }
+    }
+
+    // 2.4 检查 JSON 是否过长或被截断
+    // 如果 JSON 字符串很长（超过 500 字符），可能被截断
+    if (trimmed.length > 500) {
+      // 尝试提取 title
+      const title = extractTitleFromXml(trimmed);
+      if (title) {
+        const maxLength = 50;
+        return title.length > maxLength
+          ? title.substring(0, maxLength) + '...'
+          : title;
+      }
+      return '[文本过长]';
+    }
+
+    // 2.5 尝试从 JSON 中提取有意义的信息
+    if (jsonData.title) {
+      const title = String(jsonData.title);
+      const maxLength = 50;
+      return title.length > maxLength
+        ? title.substring(0, maxLength) + '...'
+        : title;
+    }
+
+    if (jsonData.content) {
+      const content = String(jsonData.content);
+      const maxLength = 50;
+      return content.length > maxLength
+        ? content.substring(0, maxLength) + '...'
+        : content;
+    }
+
+    // 2.6 无法识别的 JSON，返回通用提示
+    return '[消息]';
+  }
+
+  // 3. 检查是否为普通 HTTP 链接
+  if (/^https?:\/\//i.test(trimmed)) {
+    // 检查是否为图片链接
+    if (IMAGE_EXT_REGEX.test(trimmed)) {
+      return '[图片]';
+    }
+    // 检查是否为视频链接
+    if (VIDEO_EXT_REGEX.test(trimmed)) {
+      return '[视频]';
+    }
+    // 检查是否为音频链接
+    if (AUDIO_EXT_REGEX.test(trimmed)) {
+      return '[音频]';
+    }
+    // 普通链接
+    return '[链接]';
+  }
+
+  // 4. 检查是否为 XML 字符串（但没有被 JSON 包裹）
+  if (
+    trimmed.includes('<?xml') ||
+    trimmed.includes('<msg>') ||
+    trimmed.includes('<appmsg')
+  ) {
+    const title = extractTitleFromXml(trimmed);
+    if (title) {
+      const maxLength = 50;
+      return title.length > maxLength
+        ? title.substring(0, maxLength) + '...'
+        : title;
+    }
+    return '[文本过长]';
+  }
+
+  // 5. 普通文本消息
+  // 限制长度，避免过长文本影响显示
+  const maxLength = 50;
+  if (trimmed.length > maxLength) {
+    return trimmed.substring(0, maxLength) + '...';
+  }
+
+  return trimmed;
+}