diff --git a/web/src/components/FileSystem/components/Sidebar.vue b/web/src/components/FileSystem/components/Sidebar.vue
index f6554c1..aebf1a6 100644
--- a/web/src/components/FileSystem/components/Sidebar.vue
+++ b/web/src/components/FileSystem/components/Sidebar.vue
@@ -1,63 +1,83 @@
 <template>
   <transition name="slide">
     <div v-show="config.visible" class="sidebar">
-      <div class="sidebar-header">
-        <span class="sidebar-title">⭐ 收藏夹</span>
-        <span class="sidebar-count">共{{ config.favoriteFiles.length }}项</span>
-      </div>
-      <div class="sidebar-content">
-        <div
-          v-for="(fav, index) in config.favoriteFiles"
-          :key="fav.path"
-          class="sidebar-item"
-          :class="{
-            'sidebar-item-pinned': fav.pinnedAt,
-            'sidebar-item-pinned-first': index === firstPinnedIndex,
-            'sidebar-item-pinned-last': index === lastPinnedIndex,
-            'sidebar-item-dragging': config.draggingState.isDragging && config.draggingState.draggedIndex === index,
-            'sidebar-item-drag-over': config.draggingState.isDragging && config.draggingState.draggedIndex !== index
-          }"
-          :draggable="config.draggingState.isDragging && config.draggingState.draggedIndex === index"
-          @click="handleOpenFavorite(fav)"
-          @mousedown="handleLongPressStart($event, index)"
-          @mouseup="handleLongPressCancel"
-          @mouseleave="handleLongPressCancel"
-          @touchstart="handleLongPressStart($event, index)"
-          @touchend="handleLongPressCancel"
-          @touchcancel="handleLongPressCancel"
-          @dragstart="handleDragStart($event, index)"
-          @dragover="handleDragOver($event)"
-          @drop="handleDrop($event, index)"
-          @dragend="handleDragEnd"
-        >
-          <span class="sidebar-item-icon">{{ getFileIcon(fav) }}</span>
-          <span class="sidebar-item-name" :title="fav.name">{{ fav.name }}</span>
-          <a-button
-            type="text"
-            size="mini"
-            @click.stop="handleTogglePin(fav)"
-            class="sidebar-item-pin"
-            :class="{ 'is-pinned': fav.pinnedAt }"
-          >
-            <template #icon>
-              <icon-pushpin :style="{ opacity: fav.pinnedAt ? 1 : 0.4 }" />
-            </template>
-          </a-button>
-          <a-button
-            type="text"
-            size="mini"
-            @click.stop="handleRemoveFavorite(fav)"
-            class="sidebar-item-remove"
-          >
-            <template #icon>
-              <icon-close />
-            </template>
-          </a-button>
+      <!-- 收藏夹区块 -->
+      <div class="sidebar-section">
+        <div class="section-header" @click="favCollapsed = !favCollapsed">
+          <span class="section-title">⭐ 收藏夹</span>
+          <span class="section-count">共{{ config.favoriteFiles.length }}项</span>
+          <icon-down v-if="!favCollapsed" class="section-toggle" />
+          <icon-right v-else class="section-toggle" />
         </div>
-        <div v-if="config.favoriteFiles.length === 0" class="sidebar-empty">
-          <icon-star />
-          <span>暂无收藏</span>
-          <span class="sidebar-hint">点击文件列表中的星标收藏</span>
+        <div class="section-content" :class="{ collapsed: favCollapsed }">
+          <div
+            v-for="(fav, index) in config.favoriteFiles"
+            :key="fav.path"
+            class="sidebar-item"
+            :class="{
+              'sidebar-item-pinned': fav.pinnedAt,
+              'sidebar-item-pinned-first': index === firstPinnedIndex,
+              'sidebar-item-pinned-last': index === lastPinnedIndex,
+              'sidebar-item-dragging': config.draggingState.isDragging && config.draggingState.draggedIndex === index,
+              'sidebar-item-drag-over': config.draggingState.isDragging && config.draggingState.draggedIndex !== index
+            }"
+            :draggable="config.draggingState.pressedIndex === index || config.draggingState.isDragging"
+            @click="handleOpenFavorite(fav)"
+            @mousedown="handleLongPressStart($event, index)"
+            @mouseup="handleLongPressCancel"
+            @mouseleave="handleLongPressCancel"
+            @touchstart="handleLongPressStart($event, index)"
+            @touchend="handleLongPressCancel"
+            @touchcancel="handleLongPressCancel"
+            @dragstart="handleDragStart($event, index)"
+            @dragover="handleDragOver($event)"
+            @drop="handleDrop($event, index)"
+            @dragend="handleDragEnd"
+          >
+            <span class="sidebar-item-icon">{{ getFileIcon(fav) }}</span>
+            <span class="sidebar-item-name" :title="fav.name">{{ fav.name }}</span>
+            <a-button
+              type="text"
+              size="mini"
+              @click.stop="handleTogglePin(fav)"
+              class="sidebar-item-pin"
+              :class="{ 'is-pinned': fav.pinnedAt }"
+            >
+              <template #icon>
+                <icon-pushpin :style="{ opacity: fav.pinnedAt ? 1 : 0.4 }" />
+              </template>
+            </a-button>
+            <a-button
+              type="text"
+              size="mini"
+              @click.stop="handleRemoveFavorite(fav)"
+              class="sidebar-item-remove"
+            >
+              <template #icon>
+                <icon-close />
+              </template>
+            </a-button>
+          </div>
+          <div v-if="config.favoriteFiles.length === 0" class="sidebar-empty">
+            <icon-star />
+            <span>暂无收藏</span>
+            <span class="sidebar-hint">点击文件列表中的星标收藏</span>
+          </div>
+        </div>
+      </div>
+
+      <!-- 帮助文档区块 -->
+      <div class="sidebar-section">
+        <div class="section-header" @click="helpCollapsed = !helpCollapsed">
+          <span class="section-title">📖 帮助</span>
+          <icon-down v-if="!helpCollapsed" class="section-toggle" />
+          <icon-right v-else class="section-toggle" />
+        </div>
+        <div class="section-content help-content" :class="{ collapsed: helpCollapsed }">
+          <div class="help-item" v-for="item in helpItems" :key="item.key">
+            <span class="help-key">{{ item.key }}</span>
+            <span class="help-desc">{{ item.desc }}</span>
+          </div>
         </div>
       </div>
     </div>
@@ -65,7 +85,7 @@
 </template>
 
 <script setup lang="ts">
-import { computed } from 'vue'
+import { ref, computed } from 'vue'
 import type { SidebarConfig, FavoriteFile } from '@/types/file-system'
 
 // Props
@@ -75,6 +95,10 @@ interface Props {
 
 const props = defineProps<Props>()
 
+// 折叠状态（组件内部，不污染父组件）
+const favCollapsed = ref(false)
+const helpCollapsed = ref(true)
+
 // 计算第一个和最后一个置顶项的索引
 const pinnedIndices = computed(() => {
   return props.config.favoriteFiles
@@ -85,6 +109,15 @@ const pinnedIndices = computed(() => {
 const firstPinnedIndex = computed(() => pinnedIndices.value[0] ?? -1)
 const lastPinnedIndex = computed(() => pinnedIndices.value[pinnedIndices.value.length - 1] ?? -1)
 
+// 帮助内容
+const helpItems = [
+  { key: 'Ctrl+B', desc: '切换侧边栏' },
+  { key: 'Ctrl+H', desc: '历史记录' },
+  { key: 'Ctrl+F', desc: '聚焦搜索' },
+  { key: 'Click ⭐', desc: '收藏文件' },
+  { key: 'Drag', desc: '排序收藏' },
+]
+
 // Emits
 interface Emits {
   (e: 'openFavorite', file: FavoriteFile): void
@@ -101,7 +134,7 @@ interface Emits {
 const emit = defineEmits<Emits>()
 
 // 图标导入
-import { IconStar, IconClose, IconPushpin } from '@arco-design/web-vue/es/icon'
+import { IconStar, IconClose, IconPushpin, IconDown, IconRight } from '@arco-design/web-vue/es/icon'
 import { getFileIcon } from '@/utils/fileUtils'
 
 // 事件处理
@@ -151,34 +184,100 @@ const handleDragEnd = () => {
   display: flex;
   flex-direction: column;
   flex-shrink: 0;
+  overflow-y: auto;
 }
 
-.sidebar-header {
-  padding: 6px 12px;
-  border-bottom: 1px solid var(--color-border);
+/* 区块 */
+.sidebar-section {
   display: flex;
-  justify-content: space-between;
-  align-items: center;
-  background: var(--color-bg-2);
+  flex-direction: column;
 }
 
-.sidebar-title {
+/* 区块头部 - 可点击折叠 */
+.section-header {
+  padding: 5px 12px;
+  background: var(--color-bg-2);
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  cursor: pointer;
+  user-select: none;
+  flex-shrink: 0;
+}
+
+.section-header:hover {
+  background: var(--color-fill-1);
+}
+
+.section-title {
   font-size: 13px;
   font-weight: 500;
   color: var(--color-text-1);
 }
 
-.sidebar-count {
+.section-count {
   font-size: 12px;
   color: var(--color-text-3);
 }
 
-.sidebar-content {
-  flex: 1;
-  overflow-y: auto;
-  padding: 8px;
+.section-toggle {
+  font-size: 12px;
+  color: var(--color-text-3);
+  margin-left: auto;
+  transition: transform 0.2s;
 }
 
+/* 区块内容 - 可折叠 */
+.section-content {
+  overflow: hidden;
+  transition: max-height 0.25s ease, opacity 0.2s ease;
+  max-height: calc(100vh - 80px);
+  opacity: 1;
+}
+
+.section-content.collapsed {
+  max-height: 0;
+  opacity: 0;
+  padding-top: 0;
+  padding-bottom: 0;
+}
+
+/* 收藏夹内容 */
+.section-content:not(.help-content) {
+  flex: 1;
+  min-height: 0;
+  padding: 4px 8px 0;
+}
+
+/* 帮助内容 */
+.help-content {
+  padding: 4px 12px;
+}
+
+.help-item {
+  display: flex;
+  align-items: center;
+  gap: 10px;
+  padding: 4px 0;
+  font-size: 12px;
+}
+
+.help-key {
+  font-family: 'Consolas', 'Monaco', monospace;
+  background: var(--color-fill-2);
+  padding: 1px 6px;
+  border-radius: 3px;
+  color: var(--color-text-2);
+  white-space: nowrap;
+  min-width: 56px;
+  text-align: center;
+}
+
+.help-desc {
+  color: var(--color-text-3);
+}
+
+/* 收藏项 */
 .sidebar-item {
   display: flex;
   align-items: center;
@@ -254,6 +353,7 @@ const handleDragEnd = () => {
   opacity: 1;
 }
 
+/* 空状态 */
 .sidebar-empty {
   display: flex;
   flex-direction: column;
@@ -280,7 +380,7 @@ const handleDragEnd = () => {
   margin-top: 4px;
 }
 
-/* 滑动动画 */
+/* 侧边栏整体滑入滑出动画 */
 .slide-enter-active,
 .slide-leave-active {
   transition: all 0.3s ease;
diff --git a/web/src/components/FileSystem/composables/useFavorites.ts b/web/src/components/FileSystem/composables/useFavorites.ts
index 9d7c909..ed88383 100644
--- a/web/src/components/FileSystem/composables/useFavorites.ts
+++ b/web/src/components/FileSystem/composables/useFavorites.ts
@@ -21,18 +21,12 @@ export function useFavorites() {
   })
 
   /**
-   * 排序收藏列表：置顶项在前（按 pinnedAt 降序），非置顶项按添加时间降序
+   * 排序收藏列表：置顶项归到前面，组内保持原有顺序（尊重拖拽）
    */
   const sortFavorites = () => {
-    favorites.value = [...favorites.value].sort((a, b) => {
-      // 置顶项优先
-      if (a.pinnedAt && !b.pinnedAt) return -1
-      if (!a.pinnedAt && b.pinnedAt) return 1
-      // 都是置顶项，按置顶时间降序
-      if (a.pinnedAt && b.pinnedAt) return b.pinnedAt - a.pinnedAt
-      // 都不是置顶项，按添加时间降序（最新在前）
-      return b.addedAt - a.addedAt
-    })
+    const pinned = favorites.value.filter(f => f.pinnedAt)
+    const unpinned = favorites.value.filter(f => !f.pinnedAt)
+    favorites.value = [...pinned, ...unpinned]
   }
 
   /**
@@ -50,7 +44,7 @@ export function useFavorites() {
           isDir: fav.isDir ?? (fav as any).is_dir ?? false
         }))
 
-        // 排序
+        // 仅排序（置顶项归组到前面），保持用户拖拽顺序
         sortFavorites()
       }
     } catch (error) {
@@ -171,15 +165,23 @@ export function useFavorites() {
   }
 
   // 拖拽方法
+  const longPressTimer = ref<ReturnType<typeof setTimeout> | null>(null)
+
   const onLongPressStart = (event: MouseEvent | TouchEvent, index: number) => {
     if (event instanceof MouseEvent && event.button !== 0) return
     if (!(event instanceof MouseEvent) && !(event instanceof TouchEvent)) return
 
-    draggingState.value.pressedIndex = index
-    draggingState.value.draggedIndex = index
+    longPressTimer = setTimeout(() => {
+      draggingState.value.pressedIndex = index
+      draggingState.value.draggedIndex = index
+    }, 200)
   }
 
   const onLongPressCancel = () => {
+    if (longPressTimer) {
+      clearTimeout(longPressTimer)
+      longPressTimer = null
+    }
     if (!draggingState.value.isDragging) {
       draggingState.value.pressedIndex = -1
       draggingState.value.draggedIndex = -1
@@ -191,7 +193,6 @@ export function useFavorites() {
     draggingState.value.draggedIndex = index
     if (event.dataTransfer) {
       event.dataTransfer.effectAllowed = 'move'
-      event.dataTransfer.setData('text/plain', index.toString())
     }
   }