diff --git a/frontend/.env.development b/frontend/.env.development
index 1c96ad2b..3f08ecf7 100644
--- a/frontend/.env.development
+++ b/frontend/.env.development
@@ -5,8 +5,8 @@ VITE_APP_ENV=development
 VITE_APP_TITLE=fastapiadmin
 
 # 网络请求公用地址
-VITE_API_BASE_URL=http://localhost:8001
-# VITE_API_BASE_URL=https://service.fastapiadmin.com
+# VITE_API_BASE_URL=http://localhost:8001
+VITE_API_BASE_URL=https://service.fastapiadmin.com
 
 # 代理前缀
 VITE_APP_BASE_API=/api/v1
diff --git a/frontend/src/layouts/components/TagsView/index.vue b/frontend/src/layouts/components/TagsView/index.vue
index 20c793bc..fffa8599 100644
--- a/frontend/src/layouts/components/TagsView/index.vue
+++ b/frontend/src/layouts/components/TagsView/index.vue
@@ -23,13 +23,12 @@
               <template #dropdown>
                 <el-dropdown-menu>
                   <!-- 收藏到快速开始 -->
-                  <el-dropdown-item
-                    @click="addToQuickStart(tag)"
-                    :disabled="isQuickLinkExists(tag)">
+                  <el-dropdown-item @click="toggleQuickStart(tag)">
                     <el-icon>
-                      <Star />
+                      <Star v-if="!isQuickLinkExists(tag)" />
+                      <StarFilled v-else />
                     </el-icon>
-                    {{ isQuickLinkExists(tag) ? '已收藏' : '收藏到快速开始' }}
+                    {{ isQuickLinkExists(tag) ? '取消收藏' : '收藏到快速开始' }}
                   </el-dropdown-item>
 
                   <el-dropdown-item divided @click="refreshSelectedTag(tag)">
@@ -169,7 +168,7 @@ import { translateRouteTitle } from "@/utils/i18n";
 import { usePermissionStore, useTagsViewStore } from "@/store";
 import { VueDraggable } from "vue-draggable-plus";
 import { quickStartManager } from "@/utils/quickStartManager";
-import { Star } from "@element-plus/icons-vue";
+import { Star, StarFilled } from "@element-plus/icons-vue";
 import { ElMessage } from 'element-plus';
 
 const { t } = useI18n();
@@ -459,15 +458,30 @@ const onContextMenuVisibleChange = (visible: boolean, tag?: TagView) => {
 };
 
 /**
- * 添加到快速开始
+ * 切换快速开始收藏状态
  */
-const addToQuickStart = (tag: TagView) => {
+const toggleQuickStart = (tag: TagView) => {
   try {
-    const quickLink = quickStartManager.createQuickLinkFromRoute(tag);
-    quickStartManager.addQuickLink(quickLink);
+    const href = tag.fullPath || tag.path;
+    const isExists = quickStartManager.isLinkExists(href);
+
+    if (isExists) {
+      // 取消收藏：找到对应的链接并删除
+      const links = quickStartManager.getQuickLinks();
+      const targetLink = links.find(link => link.href === href);
+      if (targetLink?.id) {
+        quickStartManager.removeQuickLink(targetLink.id);
+        ElMessage.success(`已取消收藏：${tag.title}`);
+      }
+    } else {
+      // 添加收藏
+      const quickLink = quickStartManager.createQuickLinkFromRoute(tag);
+      quickStartManager.addQuickLink(quickLink);
+      ElMessage.success(`已收藏：${tag.title}`);
+    }
   } catch (error) {
-    console.error('Failed to add to quick start:', error);
-    ElMessage.error('添加到快速开始失败');
+    console.error('Failed to toggle quick start:', error);
+    ElMessage.error('操作失败');
   }
 };
 
diff --git a/frontend/src/types/auto-imports.d.ts b/frontend/src/types/auto-imports.d.ts
index 8b71b5d8..d800967e 100644
--- a/frontend/src/types/auto-imports.d.ts
+++ b/frontend/src/types/auto-imports.d.ts
@@ -325,6 +325,7 @@ declare module 'vue' {
   interface ComponentCustomProperties {
     readonly EffectScope: UnwrapRef<typeof import('vue')['EffectScope']>
     readonly ElMessage: UnwrapRef<typeof import('element-plus/es')['ElMessage']>
+    readonly ElMessageBox: UnwrapRef<typeof import('element-plus/es')['ElMessageBox']>
     readonly ElNotification: UnwrapRef<typeof import('element-plus/es')['ElNotification']>
     readonly acceptHMRUpdate: UnwrapRef<typeof import('pinia')['acceptHMRUpdate']>
     readonly asyncComputed: UnwrapRef<typeof import('@vueuse/core')['asyncComputed']>
diff --git a/frontend/src/utils/quickStartManager.ts b/frontend/src/utils/quickStartManager.ts
index 43ab7d94..50013b6e 100644
--- a/frontend/src/utils/quickStartManager.ts
+++ b/frontend/src/utils/quickStartManager.ts
@@ -115,34 +115,72 @@ class QuickStartManager {
 
   // 从路由信息创建快速链接
   createQuickLinkFromRoute(route: any, customTitle?: string, customDescription?: string): QuickLink {
-    // 根据路径推断图标和颜色
-    const iconMap: Record<string, { icon: string; color: string }> = {
-      '/dashboard': { icon: 'House', color: '#409EFF' },
-      '/system': { icon: 'Setting', color: '#67C23A' },
-      '/user': { icon: 'User', color: '#409EFF' },
-      '/role': { icon: 'UserFilled', color: '#E6A23C' },
-      '/menu': { icon: 'Menu', color: '#F56C6C' },
-      '/dept': { icon: 'OfficeBuilding', color: '#909399' },
-      '/monitor': { icon: 'Monitor', color: '#606266' },
-      '/log': { icon: 'Document', color: '#FF6B6B' },
-      '/codegen': { icon: 'Code', color: '#4ECDC4' },
-      '/demo': { icon: 'DataAnalysis', color: '#3385FF' },
-    };
+    // 优先使用路由配置的图标
+    let routeIcon = route.meta?.icon;
+    let routeColor = '#409EFF'; // 默认颜色
 
-    // 查找匹配的图标配置
-    let iconConfig = { icon: 'Link', color: '#909399' }; // 默认配置
-    for (const [path, config] of Object.entries(iconMap)) {
-      if (route.path.includes(path)) {
-        iconConfig = config;
-        break;
+    // 如果路由没有配置图标，根据路径推断
+    if (!routeIcon) {
+      const iconMap: Record<string, { icon: string; color: string }> = {
+        '/dashboard/workplace': { icon: 'House', color: '#409EFF' },
+        '/dashboard/analysis': { icon: 'TrendCharts', color: '#67C23A' },
+        '/dashboard': { icon: 'House', color: '#409EFF' },
+        '/system/user': { icon: 'User', color: '#409EFF' },
+        '/system/role': { icon: 'UserFilled', color: '#E6A23C' },
+        '/system/menu': { icon: 'Menu', color: '#F56C6C' },
+        '/system/dept': { icon: 'OfficeBuilding', color: '#909399' },
+        '/system/position': { icon: 'Briefcase', color: '#606266' },
+        '/system/dict': { icon: 'Collection', color: '#FF6B6B' },
+        '/system/config': { icon: 'Setting', color: '#67C23A' },
+        '/system/notice': { icon: 'Bell', color: '#E6A23C' },
+        '/system/log': { icon: 'Document', color: '#FF6B6B' },
+        '/system': { icon: 'Setting', color: '#67C23A' },
+        '/monitor/server': { icon: 'Monitor', color: '#606266' },
+        '/monitor/cache': { icon: 'Coin', color: '#F56C6C' },
+        '/monitor/job': { icon: 'Timer', color: '#909399' },
+        '/monitor/online': { icon: 'Connection', color: '#67C23A' },
+        '/monitor': { icon: 'Monitor', color: '#606266' },
+        '/codegen': { icon: 'Code', color: '#4ECDC4' },
+        '/demo': { icon: 'DataAnalysis', color: '#3385FF' },
+        '/profile': { icon: 'User', color: '#409EFF' },
+      };
+
+      // 查找最匹配的路径配置
+      let bestMatch = { icon: 'Link', color: '#909399' }; // 默认配置
+      let maxMatchLength = 0;
+
+      for (const [path, config] of Object.entries(iconMap)) {
+        if (route.path.startsWith(path) && path.length > maxMatchLength) {
+          bestMatch = config;
+          maxMatchLength = path.length;
+        }
       }
+
+      routeIcon = bestMatch.icon;
+      routeColor = bestMatch.color;
+    } else {
+      // 如果有路由图标，尝试获取对应的颜色
+      const colorMap: Record<string, string> = {
+        'house': '#409EFF',
+        'user': '#409EFF',
+        'setting': '#67C23A',
+        'monitor': '#606266',
+        'document': '#FF6B6B',
+        'bell': '#E6A23C',
+        'menu': '#F56C6C',
+        'office-building': '#909399',
+        'data-analysis': '#3385FF',
+        'trend-charts': '#67C23A',
+      };
+
+      routeColor = colorMap[routeIcon.toLowerCase()] || '#409EFF';
     }
 
     return {
       title: customTitle || route.meta?.title || route.name || '未命名页面',
       description: customDescription || `快速访问 ${route.meta?.title || route.name || '页面'}`,
-      icon: iconConfig.icon,
-      color: iconConfig.color,
+      icon: routeIcon,
+      color: routeColor,
       href: route.fullPath || route.path,
       action: 'navigate',
       id: `route-${route.path.replace(/\//g, '-')}-${Date.now()}`
diff --git a/frontend/src/views/dashboard/components/README.md b/frontend/src/views/dashboard/README.md
similarity index 83%
rename from frontend/src/views/dashboard/components/README.md
rename to frontend/src/views/dashboard/README.md
index 9f1c7f0a..288e39d9 100644
--- a/frontend/src/views/dashboard/components/README.md
+++ b/frontend/src/views/dashboard/README.md
@@ -14,9 +14,10 @@
 
 ### 2. 标签栏右键收藏
 - ✅ 在任意标签页右击可收藏到快速开始
-- ✅ 已收藏的页面显示"已收藏"状态
-- ✅ 自动生成合适的图标和颜色
-- ✅ 防止重复收藏
+- ✅ 支持切换收藏状态（收藏/取消收藏）
+- ✅ 自动获取路由配置的图标
+- ✅ 智能图标匹配和颜色配置
+- ✅ 实时状态显示和图标切换
 
 ### 3. 手动添加链接
 - ✅ 通过对话框手动添加自定义链接
@@ -33,17 +34,28 @@
 ### 4. 数据持久化
 - ✅ 使用 localStorage 保存用户配置
 - ✅ 页面刷新后数据不丢失
-- ✅ 支持导入/导出配置（可扩展）
+- ✅ 支持导入/导出配置（后续可扩展）
 
 ## 使用方法
 
 ### 从标签栏收藏页面
 
+#### 收藏页面
 1. 在任意页面的标签上右击
 2. 选择"收藏到快速开始"
-3. 系统会自动添加到快速开始列表
+3. 系统会自动获取路由图标和颜色
 4. 前往工作台查看新添加的链接
 
+#### 取消收藏
+1. 在已收藏页面的标签上右击
+2. 选择"取消收藏"（图标会显示为实心星星）
+3. 链接立即从快速开始列表中移除
+
+#### 自动图标获取
+- **优先级1**：使用路由 `meta.icon` 配置
+- **优先级2**：根据路径智能匹配预设图标
+- **优先级3**：使用默认链接图标
+
 ### 手动添加链接
 
 1. 在快速开始组件中点击"添加"按钮
@@ -63,12 +75,14 @@
 1. **编辑链接**：
    - 在快速开始组件中右击任意链接
    - 选择"编辑链接"
-   - 修改链接信息后保存
+   - 对话框会自动填充现有的链接信息
+   - 修改需要更改的字段
+   - 点击"确定"保存修改
 
 2. **删除链接**：
    - 在快速开始组件中右击任意链接
    - 选择"删除链接"
-   - 确认删除操作
+   - 在确认对话框中点击"确定"
 
 ### 使用快速链接
 
diff --git a/frontend/src/views/dashboard/components/AddQuickLinkDialog.vue b/frontend/src/views/dashboard/components/AddQuickLinkDialog.vue
index 8d6416b5..9cecf09a 100644
--- a/frontend/src/views/dashboard/components/AddQuickLinkDialog.vue
+++ b/frontend/src/views/dashboard/components/AddQuickLinkDialog.vue
@@ -276,9 +276,32 @@ const handleConfirm = async () => {
   }
 };
 
-// 监听编辑数据变化，填充表单
+// 监听对话框显示状态，处理表单数据
+watch(() => props.visible, (visible) => {
+  if (visible) {
+    if (props.editData) {
+      // 编辑模式：填充现有数据
+      console.log('编辑模式 - 填充数据:', props.editData);
+      Object.assign(form, {
+        title: props.editData.title,
+        description: props.editData.description,
+        icon: props.editData.icon,
+        color: props.editData.color,
+        href: props.editData.href,
+        action: props.editData.action
+      });
+      console.log('表单数据已填充:', form);
+    } else {
+      // 新增模式：重置表单
+      console.log('新增模式 - 重置表单');
+      resetForm();
+    }
+  }
+});
+
+// 监听编辑数据变化（当对话框已经打开时）
 watch(() => props.editData, (editData) => {
-  if (editData && props.visible) {
+  if (props.visible && editData) {
     // 编辑模式：填充现有数据
     Object.assign(form, {
       title: editData.title,
@@ -289,15 +312,7 @@ watch(() => props.editData, (editData) => {
       action: editData.action
     });
   }
-}, { immediate: true });
-
-// 监听对话框显示状态
-watch(() => props.visible, (visible) => {
-  if (visible && !props.editData) {
-    // 新增模式：重置表单
-    resetForm();
-  }
-});
+}, { immediate: false });
 
 // 监听链接类型变化，自动调整链接地址格式
 watch(() => form.action, (newAction) => {
diff --git a/frontend/src/views/dashboard/components/QuickStart.vue b/frontend/src/views/dashboard/components/QuickStart.vue
index bacddb95..6507bd6c 100644
--- a/frontend/src/views/dashboard/components/QuickStart.vue
+++ b/frontend/src/views/dashboard/components/QuickStart.vue
@@ -137,7 +137,10 @@ const onContextMenuChange = (visible: boolean, item?: QuickLink) => {
 
 // 处理编辑链接
 const handleEditLink = (item: QuickLink) => {
-  selectedLink.value = item;
+  // 深拷贝链接数据，避免直接修改原数据
+  console.log('开始编辑链接:', item);
+  selectedLink.value = { ...item };
+  console.log('设置选中链接:', selectedLink.value);
   addDialogVisible.value = true;
 };
 
diff --git a/frontend/src/views/demo/quick-start-test.vue b/frontend/src/views/demo/quick-start-test.vue
index bae655b6..62add857 100644
--- a/frontend/src/views/demo/quick-start-test.vue
+++ b/frontend/src/views/demo/quick-start-test.vue
@@ -22,6 +22,8 @@
           <h3>测试步骤：</h3>
           <ol class="test-steps">
             <li><strong>收藏功能：</strong>在当前页面的标签上右击，选择"收藏到快速开始"</li>
+            <li><strong>取消收藏：</strong>在已收藏页面的标签上右击，选择"取消收藏"</li>
+            <li><strong>自动图标：</strong>收藏时会自动获取路由配置的图标</li>
             <li><strong>查看收藏：</strong>前往工作台页面查看快速开始组件</li>
             <li><strong>编辑链接：</strong>在快速开始组件中右击任意链接，选择"编辑链接"</li>
             <li><strong>删除链接：</strong>在快速开始组件中右击任意链接，选择"删除链接"</li>
@@ -41,6 +43,14 @@
             <ElDescriptionsItem label="完整路径">
               {{ $route.fullPath }}
             </ElDescriptionsItem>
+            <ElDescriptionsItem label="路由图标">
+              <div class="flex items-center">
+                <el-icon v-if="$route.meta?.icon" :size="20" class="mr-2">
+                  <component :is="$route.meta.icon" />
+                </el-icon>
+                <span>{{ $route.meta?.icon || '无图标配置' }}</span>
+              </div>
+            </ElDescriptionsItem>
             <ElDescriptionsItem label="收藏状态">
               <ElTag :type="isBookmarked ? 'success' : 'info'">
                 {{ isBookmarked ? '已收藏' : '未收藏' }}
@@ -74,6 +84,22 @@
           >
             删除收藏
           </ElButton>
+
+          <ElButton
+            type="info"
+            @click="previewQuickLink"
+            class="ml-2"
+          >
+            预览收藏信息
+          </ElButton>
+
+          <ElButton
+            type="warning"
+            @click="testEditFunction"
+            class="ml-2"
+          >
+            测试编辑功能
+          </ElButton>
         </div>
 
         <div class="mt-4">
@@ -100,6 +126,7 @@
 <script setup lang="ts">
 import { useRoute, useRouter } from 'vue-router';
 import { quickStartManager, type QuickLink } from '@/utils/quickStartManager';
+import { ElMessageBox } from 'element-plus';
 
 defineOptions({
   name: "QuickStartTest",
@@ -141,6 +168,70 @@ const removeBookmark = () => {
   }
 };
 
+// 预览收藏信息
+const previewQuickLink = () => {
+  const quickLink = quickStartManager.createQuickLinkFromRoute(
+    route,
+    '快速开始测试页面',
+    '用于测试快速开始收藏功能的演示页面'
+  );
+
+  ElMessageBox.alert(
+    `<div style="text-align: left;">
+      <p><strong>标题：</strong>${quickLink.title}</p>
+      <p><strong>描述：</strong>${quickLink.description}</p>
+      <p><strong>图标：</strong>${quickLink.icon}</p>
+      <p><strong>颜色：</strong><span style="color: ${quickLink.color};">${quickLink.color}</span></p>
+      <p><strong>链接：</strong>${quickLink.href}</p>
+      <p><strong>类型：</strong>${quickLink.action}</p>
+    </div>`,
+    '收藏信息预览',
+    {
+      dangerouslyUseHTMLString: true,
+      confirmButtonText: '确定'
+    }
+  );
+};
+
+// 测试编辑功能
+const testEditFunction = () => {
+  const links = quickStartManager.getQuickLinks();
+  if (links.length === 0) {
+    ElMessage.warning('没有可编辑的快速链接，请先添加一些链接');
+    return;
+  }
+
+  ElMessageBox.alert(
+    `<div style="text-align: left;">
+      <p><strong>测试说明：</strong></p>
+      <ol>
+        <li>前往工作台页面</li>
+        <li>在快速开始组件中右击任意链接</li>
+        <li>选择"编辑链接"</li>
+        <li>验证表单是否预填充了现有数据</li>
+        <li>修改任意字段后保存</li>
+        <li>确认修改是否生效</li>
+      </ol>
+      <p><strong>当前可编辑的链接：</strong></p>
+      <ul>
+        ${links.slice(0, 3).map(link => `<li>${link.title} (${link.href})</li>`).join('')}
+        ${links.length > 3 ? `<li>... 还有 ${links.length - 3} 个链接</li>` : ''}
+      </ul>
+    </div>`,
+    '编辑功能测试指南',
+    {
+      dangerouslyUseHTMLString: true,
+      confirmButtonText: '前往工作台测试',
+      cancelButtonText: '取消',
+      showCancelButton: true
+    }
+  ).then(() => {
+    goToWorkplace();
+  }).catch(() => {
+    // 用户取消
+  });
+};
+
 // 前往工作台
 const goToWorkplace = () => {
   router.push('/dashboard/workplace');