diff --git a/Touchkebao/src/pages/pc/ckbox/weChat/components/SidebarMenu/WechatFriends/com.module.scss b/Touchkebao/src/pages/pc/ckbox/weChat/components/SidebarMenu/WechatFriends/com.module.scss
index 75a67032..70630da1 100644
--- a/Touchkebao/src/pages/pc/ckbox/weChat/components/SidebarMenu/WechatFriends/com.module.scss
+++ b/Touchkebao/src/pages/pc/ckbox/weChat/components/SidebarMenu/WechatFriends/com.module.scss
@@ -157,24 +157,18 @@
     padding: 10px;
   }
 
-  // 加载更多按钮
-  .loadMoreBtn {
-    background: #fff;
-    border: 1px solid #d9d9d9;
-    border-radius: 4px;
-    padding: 6px 15px;
+  // 加载更多文字
+  .loadMoreText {
+    text-align: center;
+    padding: 10px 15px;
     font-size: 14px;
+    color: #1890ff;
     cursor: pointer;
     transition: all 0.3s;
 
-    &:hover:not(:disabled) {
-      color: #1890ff;
-      border-color: #1890ff;
-    }
-
-    &:disabled {
-      cursor: not-allowed;
-      opacity: 0.6;
+    &:hover {
+      color: #40a9ff;
+      background-color: #f5f5f5;
     }
   }
 }
diff --git a/Touchkebao/src/pages/pc/ckbox/weChat/components/SidebarMenu/WechatFriends/index.tsx b/Touchkebao/src/pages/pc/ckbox/weChat/components/SidebarMenu/WechatFriends/index.tsx
index 3987775e..22b4c34b 100644
--- a/Touchkebao/src/pages/pc/ckbox/weChat/components/SidebarMenu/WechatFriends/index.tsx
+++ b/Touchkebao/src/pages/pc/ckbox/weChat/components/SidebarMenu/WechatFriends/index.tsx
@@ -26,6 +26,7 @@ const ContactListSimple: React.FC<WechatFriendsProps> = ({
   const [contactGroups, setContactGroups] = useState<ContactGroupByLabel[]>([]);
   const [labels, setLabels] = useState<ContactGroupByLabel[]>([]);
   const [loading, setLoading] = useState(false);
+  const [initializing, setInitializing] = useState(true); // 初始化状态
   const [activeKey, setActiveKey] = useState<string[]>([]);
 
   // 分页相关状态（合并为对象，减少状态数量）
@@ -119,14 +120,36 @@ const ContactListSimple: React.FC<WechatFriendsProps> = ({
       if (!currentUser?.id || labels.length === 0) return;
 
       try {
-        const groupStats = await getGroupStatistics(
+        // 先检查本地数据库是否有数据
+        const localContacts = await ContactManager.getUserContacts(
           currentUser.id,
-          labels,
-          currentCustomer?.id,
         );
-        setContactGroups(groupStats);
+
+        if (localContacts && localContacts.length > 0) {
+          // 有本地数据，直接加载分组统计（不显示骨架屏）
+          const groupStats = await getGroupStatistics(
+            currentUser.id,
+            labels,
+            currentCustomer?.id,
+          );
+          setContactGroups(groupStats);
+          setInitializing(false); // 初始化完成
+        } else {
+          // 没有本地数据，显示骨架屏
+          setLoading(true);
+          const groupStats = await getGroupStatistics(
+            currentUser.id,
+            labels,
+            currentCustomer?.id,
+          );
+          setContactGroups(groupStats);
+          setLoading(false);
+          setInitializing(false); // 初始化完成
+        }
       } catch (error) {
         console.error("获取分组统计失败:", error);
+        setLoading(false);
+        setInitializing(false); // 即使失败也标记为完成
       }
     };
 
@@ -358,21 +381,18 @@ const ContactListSimple: React.FC<WechatFriendsProps> = ({
     setActiveKey(newKeys);
   };
 
-  // 渲染加载更多按钮
+  // 渲染加载更多文字
   const renderLoadMoreButton = (groupKey: string) => {
     if (!groupData.hasMore[groupKey]) {
       return <div className={styles.noMoreText}>没有更多了</div>;
     }
 
     return (
-      <div className={styles.loadMoreContainer}>
-        <button
-          className={styles.loadMoreBtn}
-          onClick={() => handleLoadMore(groupKey)}
-          disabled={groupData.loading[groupKey]}
-        >
-          {groupData.loading[groupKey] ? "加载中..." : "加载更多"}
-        </button>
+      <div
+        className={styles.loadMoreText}
+        onClick={() => !groupData.loading[groupKey] && handleLoadMore(groupKey)}
+      >
+        {groupData.loading[groupKey] ? "加载中..." : "加载更多"}
       </div>
     );
   };
@@ -433,8 +453,8 @@ const ContactListSimple: React.FC<WechatFriendsProps> = ({
 
   return (
     <div className={styles.contractListSimple}>
-      {loading ? (
-        // 加载状态：显示骨架屏（只在首次无本地数据时显示）
+      {loading || initializing ? (
+        // 加载状态：显示骨架屏（初始化或首次无本地数据时显示）
         renderSkeleton()
       ) : isSearchMode ? (
         // 搜索模式：直接显示搜索结果列表