diff --git a/cwd-admin/src/composables/useTheme.ts b/cwd-admin/src/composables/useTheme.ts
index 608d3a3..ec04fb9 100644
--- a/cwd-admin/src/composables/useTheme.ts
+++ b/cwd-admin/src/composables/useTheme.ts
@@ -6,52 +6,49 @@ const STORAGE_KEY = 'cwd_admin_theme';
 const theme = ref<Theme>('system');
 
 export function useTheme() {
-  function applyTheme() {
-    if (typeof window === 'undefined') return;
-    
-    const root = document.documentElement;
-    const isDark =
-      theme.value === 'dark' ||
-      (theme.value === 'system' &&
-        window.matchMedia('(prefers-color-scheme: dark)').matches);
+	function applyTheme() {
+		if (typeof window === 'undefined') return;
 
-    if (isDark) {
-      root.classList.add('dark');
-    } else {
-      root.classList.remove('dark');
-    }
-  }
+		const root = document.documentElement;
+		const isDark = theme.value === 'dark' || (theme.value === 'system' && window.matchMedia('(prefers-color-scheme: dark)').matches);
 
-  function setTheme(newTheme: Theme) {
-    theme.value = newTheme;
-    localStorage.setItem(STORAGE_KEY, newTheme);
-    applyTheme();
-  }
+		if (isDark) {
+			root.classList.add('dark');
+		} else {
+			root.classList.remove('dark');
+		}
+	}
 
-  function initTheme() {
-    if (typeof window === 'undefined') return;
+	function setTheme(newTheme: Theme) {
+		theme.value = newTheme;
+		localStorage.setItem(STORAGE_KEY, newTheme);
+		applyTheme();
+	}
 
-    const stored = localStorage.getItem(STORAGE_KEY) as Theme | null;
-    if (stored && ['light', 'dark', 'system'].includes(stored)) {
-      theme.value = stored;
-    } else {
-      theme.value = 'system';
-    }
-    applyTheme();
+	function initTheme() {
+		if (typeof window === 'undefined') return;
 
-    // Listen for system changes
-    const mediaQuery = window.matchMedia('(prefers-color-scheme: dark)');
-    // Remove existing listener to avoid duplicates if init is called multiple times (though it shouldn't be)
-    mediaQuery.onchange = () => {
-      if (theme.value === 'system') {
-        applyTheme();
-      }
-    };
-  }
+		const stored = localStorage.getItem(STORAGE_KEY) as Theme | null;
+		if (stored && ['light', 'dark', 'system'].includes(stored)) {
+			theme.value = stored;
+		} else {
+			theme.value = 'system';
+		}
+		applyTheme();
 
-  return {
-    theme,
-    setTheme,
-    initTheme
-  };
+		// 监听系统变更
+		const mediaQuery = window.matchMedia('(prefers-color-scheme: dark)');
+		// 移除现有的监听器，以避免 init 被多次调用时出现重复监听（尽管不应该重复监听）。
+		mediaQuery.onchange = () => {
+			if (theme.value === 'system') {
+				applyTheme();
+			}
+		};
+	}
+
+	return {
+		theme,
+		setTheme,
+		initTheme,
+	};
 }
diff --git a/cwd-admin/src/router/index.ts b/cwd-admin/src/router/index.ts
index 155a8d1..24a176c 100644
--- a/cwd-admin/src/router/index.ts
+++ b/cwd-admin/src/router/index.ts
@@ -11,7 +11,7 @@ const routes: RouteRecordRaw[] = [
 	{
 		path: '/login',
 		name: 'login',
-		component: LoginView
+		component: LoginView,
 	},
 	{
 		path: '/',
@@ -19,43 +19,64 @@ const routes: RouteRecordRaw[] = [
 		children: [
 			{
 				path: '',
-				redirect: '/comments'
+				redirect: '/comments',
 			},
 			{
 				path: 'comments',
 				name: 'comments',
-				component: CommentsView
+				component: CommentsView,
+				meta: {
+					title: '评论管理',
+				},
 			},
 			{
 				path: 'stats',
 				name: 'stats',
-				component: StatsView
+				component: StatsView,
+				meta: {
+					title: '数据看板',
+				},
 			},
 			{
 				path: 'analytics',
 				name: 'analytics',
-				component: AnalyticsVisitView
+				component: AnalyticsVisitView,
+				meta: {
+					title: '访问统计',
+				},
 			},
 			{
 				path: 'settings',
 				name: 'settings',
-				component: SettingsView
+				component: SettingsView,
+				meta: {
+					title: '网站设置',
+				},
 			},
 			{
 				path: 'data',
 				name: 'data',
-				component: DataView
-			}
-		]
-	}
+				component: DataView,
+				meta: {
+					title: '数据迁移',
+				},
+			},
+		],
+	},
 ];
 
 export const router = createRouter({
 	history: createWebHistory(),
-	routes
+	routes,
 });
 
 router.beforeEach((to, from, next) => {
+	const defaultTitle = 'CWD 评论系统';
+	if (to.meta && to.meta.title) {
+		document.title = (to.meta.title + ' - ' + defaultTitle) as string;
+	} else {
+		document.title = defaultTitle as string;
+	}
 	if (to.name === 'login') {
 		next();
 		return;
@@ -67,3 +88,13 @@ router.beforeEach((to, from, next) => {
 	}
 	next();
 });
+
+router.afterEach((to, from) => {
+	if (to.name !== from.name) {
+		const layoutContent = document.querySelector('.layout-content');
+		if (layoutContent instanceof HTMLElement) {
+			layoutContent.scrollTop = 0;
+		}
+		window.scrollTo(0, 0);
+	}
+});
diff --git a/cwd-admin/src/views/AnalyticsVisitView.vue b/cwd-admin/src/views/AnalyticsVisitView.vue
index 07e4e27..f29db46 100644
--- a/cwd-admin/src/views/AnalyticsVisitView.vue
+++ b/cwd-admin/src/views/AnalyticsVisitView.vue
@@ -175,7 +175,7 @@
 </template>
 
 <script setup lang="ts">
-import { onMounted, onBeforeUnmount, ref, nextTick, watch, inject } from "vue";
+import { onMounted, onBeforeUnmount, ref, nextTick, watch, inject, computed } from "vue";
 import type { Ref } from "vue";
 import * as echarts from "echarts";
 import {
@@ -199,7 +199,25 @@ const overview = ref<VisitOverviewResponse>({
   last30Days: [],
 });
 
-const items = ref<VisitPageItem[]>([]);
+const rawItems = ref<VisitPageItem[]>([]);
+const items = computed<VisitPageItem[]>(() => {
+  const list = rawItems.value.slice();
+  list.sort((a, b) => {
+    const aLast = getLastVisitAtTs(a.lastVisitAt);
+    const bLast = getLastVisitAtTs(b.lastVisitAt);
+    if (visitTab.value === "latest") {
+      if (bLast !== aLast) {
+        return bLast - aLast;
+      }
+      return b.pv - a.pv;
+    }
+    if (b.pv !== a.pv) {
+      return b.pv - a.pv;
+    }
+    return bLast - aLast;
+  });
+  return list;
+});
 const visitTab = ref<"pv" | "latest">("pv");
 const visitTabStorageKey = "cwd-analytics-visit-tab";
 const chartRangeStorageKey = "cwd-analytics-visit-chart-range";
@@ -332,6 +350,16 @@ function loadChartRangeFromStorage() {
   }
 }
 
+function getLastVisitAtTs(value: number | null | undefined): number {
+  if (!value) {
+    return 0;
+  }
+  if (typeof value !== "number" || Number.isNaN(value)) {
+    return 0;
+  }
+  return value;
+}
+
 function saveChartRangeToStorage(value: "7" | "30") {
   if (typeof window === "undefined") {
     return;
@@ -367,7 +395,7 @@ async function loadData() {
     const likeItemsRaw = Array.isArray(likeStatsRes.items) ? likeStatsRes.items : [];
     likeStatsItems.value = filterLikeStatsByDomain(likeItemsRaw, domain);
     const pageItems = Array.isArray(pagesRes.items) ? pagesRes.items : [];
-    items.value = pageItems;
+    rawItems.value = pageItems;
     last30Days.value = Array.isArray(overviewRes.last30Days)
       ? overviewRes.last30Days
       : [];
@@ -385,31 +413,12 @@ async function loadData() {
   }
 }
 
-async function loadVisitPagesOnly() {
-  listLoading.value = true;
-  error.value = "";
-  try {
-    const domain = domainFilter.value || undefined;
-    const order = getVisitOrderParam();
-    const pagesRes = await fetchVisitPages(domain, order);
-    const pageItems = Array.isArray(pagesRes.items) ? pagesRes.items : [];
-    items.value = pageItems;
-  } catch (e: any) {
-    const msg = e.message || "加载访问统计数据失败";
-    error.value = msg;
-    showToast(msg, "error");
-  } finally {
-    listLoading.value = false;
-  }
-}
-
 function changeVisitTab(tab: "pv" | "latest") {
   if (visitTab.value === tab) {
     return;
   }
   visitTab.value = tab;
   saveVisitTabToStorage(tab);
-  loadVisitPagesOnly();
 }
 
 function renderChart() {
diff --git a/cwd-admin/src/views/LayoutView.vue b/cwd-admin/src/views/LayoutView.vue
index 62b3238..c530cee 100644
--- a/cwd-admin/src/views/LayoutView.vue
+++ b/cwd-admin/src/views/LayoutView.vue
@@ -31,20 +31,34 @@
           <a class="layout-button" href="https://github.com/anghunk/cwd" target="_blank">
             Github
           </a>
-           <button class="layout-button" @click="cycleTheme" :title="themeTitle" type="button">
-          <svg v-if="theme === 'light'" viewBox="0 0 24 24" width="16" height="16">
-            <path d="M12 18a6 6 0 1 0 0-12 6 6 0 0 0 0 12zM11 1h2v3h-2V1zm0 19h2v3h-2v-3zM3.515 4.929l1.414-1.414L7.05 5.636 5.636 7.05 3.515 4.93zM16.95 18.364l1.414-1.414 2.121 2.121-1.414 1.414-2.121-2.121zm2.121-14.85l1.414 1.415-2.121 2.121-1.414-1.414 2.121-2.121zM5.636 16.95l1.414 1.414-2.121 2.121-1.414-1.414 2.121-2.121zM23 11v2h-3v-2h3zM4 11v2H1v-2h3z" fill="currentColor"/>
-          </svg>
-          <svg v-else-if="theme === 'dark'" viewBox="0 0 24 24" width="16" height="16">
-            <path d="M20 12.986c-.52.095-1.056.15-1.6.15-5.238 0-9.486-4.248-9.486-9.486 0-.544.055-1.08.15-1.6-5.275.986-9.264 5.615-9.264 11.123 0 6.255 5.07 11.325 11.325 11.325 5.508 0 10.137-3.989 11.123-9.264a9.66 9.66 0 0 1-2.248.752z" fill="currentColor"/>
-          </svg>
-          <svg v-else viewBox="0 0 24 24" width="16" height="16">
-            <path d="M4 6a2 2 0 0 1 2-2h12a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6zM6 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h12a1 1 0 0 0 1-1V6a1 1 0 0 0-1-1H6zm-3 14a1 1 0 0 1 1-1h16a1 1 0 0 1 1 1v1a1 1 0 0 1-1 1H4a1 1 0 0 1-1-1v-1z" fill="currentColor"/>
-          </svg>
-        </button>
+          <button
+            class="layout-button"
+            @click="cycleTheme"
+            :title="themeTitle"
+            type="button"
+          >
+            <svg v-if="theme === 'light'" viewBox="0 0 24 24" width="16" height="16">
+              <path
+                d="M12 18a6 6 0 1 0 0-12 6 6 0 0 0 0 12zM11 1h2v3h-2V1zm0 19h2v3h-2v-3zM3.515 4.929l1.414-1.414L7.05 5.636 5.636 7.05 3.515 4.93zM16.95 18.364l1.414-1.414 2.121 2.121-1.414 1.414-2.121-2.121zm2.121-14.85l1.414 1.415-2.121 2.121-1.414-1.414 2.121-2.121zM5.636 16.95l1.414 1.414-2.121 2.121-1.414-1.414 2.121-2.121zM23 11v2h-3v-2h3zM4 11v2H1v-2h3z"
+                fill="currentColor"
+              />
+            </svg>
+            <svg v-else-if="theme === 'dark'" viewBox="0 0 24 24" width="16" height="16">
+              <path
+                d="M20 12.986c-.52.095-1.056.15-1.6.15-5.238 0-9.486-4.248-9.486-9.486 0-.544.055-1.08.15-1.6-5.275.986-9.264 5.615-9.264 11.123 0 6.255 5.07 11.325 11.325 11.325 5.508 0 10.137-3.989 11.123-9.264a9.66 9.66 0 0 1-2.248.752z"
+                fill="currentColor"
+              />
+            </svg>
+            <svg v-else viewBox="0 0 24 24" width="16" height="16">
+              <path
+                d="M4 6a2 2 0 0 1 2-2h12a2 2 0 0 1 2 2v8a2 2 0 0 1-2 2H6a2 2 0 0 1-2-2V6zM6 5a1 1 0 0 0-1 1v8a1 1 0 0 0 1 1h12a1 1 0 0 0 1-1V6a1 1 0 0 0-1-1H6zm-3 14a1 1 0 0 1 1-1h16a1 1 0 0 1 1 1v1a1 1 0 0 1-1 1H4a1 1 0 0 1-1-1v-1z"
+                fill="currentColor"
+              />
+            </svg>
+          </button>
           <button class="layout-button" @click="handleLogout">退出</button>
         </div>
-       
+
         <button
           class="layout-actions-toggle"
           @click="toggleActions"
@@ -150,15 +164,15 @@ const isMobileSiderOpen = ref(false);
 const isActionsOpen = ref(false);
 
 const themeTitle = computed(() => {
-  if (theme.value === 'light') return '明亮模式';
-  if (theme.value === 'dark') return '暗黑模式';
-  return '跟随系统';
+  if (theme.value === "light") return "明亮模式";
+  if (theme.value === "dark") return "暗黑模式";
+  return "跟随系统";
 });
 
 function cycleTheme() {
-  if (theme.value === 'system') setTheme('light');
-  else if (theme.value === 'light') setTheme('dark');
-  else setTheme('system');
+  if (theme.value === "system") setTheme("light");
+  else if (theme.value === "light") setTheme("dark");
+  else setTheme("system");
 }
 
 const storedDomain =
@@ -267,6 +281,19 @@ function handleLogoutFromActions() {
 </script>
 
 <style scoped>
+::-webkit-scrollbar {
+  width: 8px;
+  height: 6px;
+}
+::-webkit-scrollbar-track {
+  background: var(--bg-body);
+  border-radius: 0;
+}
+::-webkit-scrollbar-thumb {
+  background: var(--text-secondary);
+  border-radius: 10px;
+  transition: all 0.1s linear;
+}
 .layout {
   display: flex;
   flex-direction: column;