diff --git a/main.py b/main.py
index b8c868a..714f53e 100644
--- a/main.py
+++ b/main.py
@@ -19,6 +19,7 @@ import pathlib
 import re
 from concurrent.futures import ThreadPoolExecutor
 import asyncio
+from collections import Counter
 
 @hydra.main(config_path='data/', config_name='config', version_base=None)
 def main(cfg: DictConfig):
@@ -243,6 +244,84 @@ def main(cfg: DictConfig):
     scheduler_thread = threading.Thread(target=run_scheduler)
     scheduler_thread.daemon = True
     scheduler_thread.start()
+    
+    @app.get("/v1/hot_searches")
+    async def get_hot_searches(top_n: int = 5, last_n_lines: int = 2000):
+        """返回最热门的搜索词
+        
+        Args:
+            top_n: 返回的热门搜索词数量，默认为5
+            last_n_lines: 读取日志文件的最后行数，默认为1000行
+        """
+        try:
+            # 参数基本验证
+            if top_n < 1:
+                top_n = 5
+            if last_n_lines < 100:
+                last_n_lines = 1000
+                
+            log_file_path = cfg.logging.log_file
+            if not os.path.exists(log_file_path):
+                logger.error(f"Log file does not exist: {log_file_path}")
+                raise HTTPException(status_code=404, detail="Log file does not exist")
+            
+            # 使用线程池异步读取日志文件的最后N行
+            def read_last_n_lines():
+                encodings = ['utf-8', 'gbk', 'iso-8859-1']
+                
+                for encoding in encodings:
+                    try:
+                        with open(log_file_path, 'r', encoding=encoding) as f:
+                            # 使用deque优化内存使用
+                            from collections import deque
+                            return deque(f, last_n_lines)
+                    except UnicodeDecodeError:
+                        continue
+                    except Exception as e:
+                        logger.error(f"Error reading log file with {encoding}: {str(e)}")
+                        continue
+                
+                raise HTTPException(status_code=500, detail="Unable to read log file with any encoding")
+
+            # 读取日志文件最后N行
+            log_content = await asyncio.wait_for(
+                asyncio.get_event_loop().run_in_executor(executor, read_last_n_lines),
+                timeout=10
+            )
+            
+            # 提取包含"AV code"但不包含"404"的行
+            av_code_lines = [line for line in log_content if "AV code" in line and "404" not in line]
+            
+            # 从每行中提取代码
+            search_terms = []
+            for line in av_code_lines:
+                try:
+                    parts = line.split(":")
+                    if len(parts) >= 2:
+                        search_term = parts[-1].strip().lower()
+                        # 规范化搜索词，只保留字母和数字
+                        search_term = re.sub(r'[^a-zA-Z0-9]', '', search_term)
+                        if search_term:
+                            search_terms.append(search_term)
+                except Exception as e:
+                    logger.warning(f"Error processing line: {str(e)}")
+                    continue
+            
+            if not search_terms:
+                return {"status": "succeed", "data": []}
+            
+            # 统计每个搜索词的出现次数并获取前N名
+            term_counts = Counter(search_terms)
+            top_terms = [term for term, _ in term_counts.most_common(top_n)]
+            
+            logger.info(f"Retrieved top {top_n} popular search terms from last {last_n_lines} lines")
+            return {"status": "succeed", "data": top_terms}
+        except asyncio.TimeoutError:
+            logger.error("Timeout while reading log file")
+            raise HTTPException(status_code=504, detail="Request timeout")
+        except Exception as e:
+            logger.error(f"Failed to obtain popular search terms: {str(e)}")
+            raise HTTPException(status_code=500, detail=str(e))
 
     import uvicorn
     uvicorn.run(app, host="0.0.0.0", port=8000)
diff --git a/web/index.html b/web/index.html
index 9691eaa..157b339 100644
--- a/web/index.html
+++ b/web/index.html
@@ -63,6 +63,16 @@
 
         <!-- AV搜索区域 -->
         <div id="searchTab" class="tab-content">
+            <!-- 热门搜索词区域 -->
+            <div class="max-w-2xl mx-auto mb-4">
+                <div class="hot-searches flex items-center gap-2 text-sm">
+                    <span class="label-text">
+                        <span class="tab-text" data-zh="热门搜索：" data-en="Hot Searches:">热门搜索：</span>
+                    </span>
+                    <div id="hotSearches" class="flex flex-wrap gap-2"></div>
+                </div>
+            </div>
+            
             <!-- 搜索框 -->
             <div class="max-w-2xl mx-auto mb-8">
                 <div class="flex gap-2">
diff --git a/web/script.js b/web/script.js
index 19b85e4..aea88e8 100644
--- a/web/script.js
+++ b/web/script.js
@@ -54,15 +54,21 @@ function switchTab(tabName) {
             }
         }
     }
+    
+    // 当切换到搜索标签页时，获取热门搜索词
+    if (tabName === 'search') {
+        fetchHotSearches();
+    }
 }
 
 // 添加 API 配置
 const API_CONFIG = {
-    BASE_URL: 'https://api.wwlww.org/v1',
+    BASE_URL: '/app/v1',
     ENDPOINTS: {
         SEARCH: '/avcode',
         COLLECTIONS: '/hacg',
-        VIDEO: '/get_video'
+        VIDEO: '/get_video',
+        HOT_SEARCHES: '/hot_searches'  // 添加热门搜索接口
     }
 };
 
@@ -639,6 +645,11 @@ document.addEventListener('DOMContentLoaded', () => {
             }
         });
     }
+    
+    // 如果当前是搜索标签页，获取热门搜索词
+    if (currentTab === 'search') {
+        fetchHotSearches();
+    }
 });
 
 // 初始化复制按钮功能
@@ -986,6 +997,11 @@ document.addEventListener('DOMContentLoaded', () => {
             clearVideoUrl(); // 使用clearVideoUrl函数来处理
         });
     }
+    
+    // 如果当前是搜索标签页，获取热门搜索词
+    if (currentTab === 'search') {
+        fetchHotSearches();
+    }
 });
 
 // 切换主题功能
@@ -1777,3 +1793,30 @@ function clearVideoUrl() {
         loadVideo();
     }
 }
+
+// 添加获取热门搜索的函数
+async function fetchHotSearches() {
+    try {
+        const response = await fetch(`${API_CONFIG.BASE_URL}${API_CONFIG.ENDPOINTS.HOT_SEARCHES}`);
+        const data = await response.json();
+        
+        if (data.status === 'succeed' && Array.isArray(data.data)) {
+            const hotSearchesContainer = document.getElementById('hotSearches');
+            hotSearchesContainer.innerHTML = data.data
+                .map(term => `
+                    <button class="hot-search-tag" onclick="searchWithTerm('${term}')">
+                        ${term}
+                    </button>
+                `).join('');
+        }
+    } catch (error) {
+        console.error('获取热门搜索失败:', error);
+    }
+}
+
+// 添加点击热门搜索词的处理函数
+function searchWithTerm(term) {
+    const searchInput = document.getElementById('searchInput');
+    searchInput.value = term;
+    searchMagnet();
+}
diff --git a/web/style.css b/web/style.css
index 8921e0f..9f7be18 100644
--- a/web/style.css
+++ b/web/style.css
@@ -214,34 +214,53 @@ body {
     border-color: var(--primary-color);
 }
 
-.search-button, .copy-button {
+/* 搜索按钮样式 */
+.search-button {
     background: var(--primary-color);
     color: white;
     font-weight: 600;
     border-radius: 4px;
     transition: all 0.2s ease;
+    padding: 0.5rem 1rem;
+    min-width: 100px;
 }
 
-.search-button:hover, .copy-button:hover {
+.search-button:hover {
     background: var(--primary-hover);
     transform: translateY(-1px);
 }
 
-.search-button:active, .copy-button:active {
+.search-button:active {
     transform: translateY(0);
 }
 
-.copy-button {
-    background: var(--primary-color);
+/* 统一按钮样式（复制按钮和下一个按钮） */
+.next-button, .copy-button {
+    background-color: var(--primary-color);
     color: white;
     font-weight: 600;
     border-radius: 4px;
+    padding: 0.5rem 1rem;
     transition: all 0.2s ease;
+    white-space: nowrap;
+    flex-shrink: 0;
+    min-width: fit-content;
     position: relative;
     overflow: hidden;
 }
 
-.copy-button::before {
+/* 确保下一个按钮靠右 */
+.next-button {
+    margin-left: auto;
+}
+
+.next-button:hover, .copy-button:hover {
+    background: var(--primary-hover);
+    transform: translateY(-1px);
+    box-shadow: 0 4px 12px rgba(27, 183, 110, 0.2);
+}
+
+.next-button::before, .copy-button::before {
     content: '';
     position: absolute;
     top: 0;
@@ -257,14 +276,40 @@ body {
     transition: 0.5s;
 }
 
-.copy-button:hover::before {
+.next-button:hover::before, .copy-button:hover::before {
     left: 100%;
 }
 
-.copy-button:hover {
-    background: var(--primary-hover);
-    transform: translateY(-1px);
-    box-shadow: 0 4px 12px rgba(27, 183, 110, 0.2);
+/* 视频控制区域样式 */
+.video-controls {
+    display: flex;
+    justify-content: space-between;
+    align-items: center;
+    padding: 0.75rem 1rem;
+    border-radius: 0.5rem;
+    background: rgba(0, 0, 0, 0.05);
+    margin: 1rem 0;
+    gap: 1rem;
+}
+
+/* 左侧自动播放开关组 */
+.video-controls-left {
+    display: flex;
+    align-items: center;
+    gap: 1rem;
+}
+
+/* 自动播放开关容器 */
+.autoplay-toggle {
+    display: flex;
+    align-items: center;
+    white-space: nowrap;
+    flex-shrink: 0;
+}
+
+/* 移除旧的margin-left设置 */
+.video-controls .autoplay-toggle + .autoplay-toggle {
+    margin-left: 0;
 }
 
 .tab-container {
@@ -331,13 +376,6 @@ body {
     background: #f59e0b;
 }
 
-/* 确保语言切换按钮与主题切换按钮大小一致 */
-#languageToggle {
-    display: flex;
-    align-items: center;
-    justify-content: center;
-}
-
 /* 修改标签颜色 */
 .tag[data-type="hd"] {
     background: rgba(59, 130, 246, 0.1);
@@ -830,7 +868,7 @@ body.light-theme select option {
     color: #ffffff;
 }
 
-/* 加载动画容器 */
+/* 修改加载容器样式 */
 .loading-container {
     display: flex;
     flex-direction: column;
@@ -839,11 +877,8 @@ body.light-theme select option {
     gap: 16px;
     padding: 32px;
     width: 100%;
-    position: static;
-    background: var(--background-dark);
-    border-radius: 8px;
-    margin: 20px auto;
-    max-width: 400px;
+    background: transparent;
+    box-shadow: none;
 }
 
 /* 加载动画圆圈 */
@@ -869,21 +904,12 @@ body.light-theme select option {
     color: var(--text-secondary);
     font-size: 14px;
     text-align: center;
-    margin: 0 auto;
 }
 
-/* 加载文本点动画 */
-.loading-text::after {
-    content: '';
-    animation: loading-dots 1.5s steps(4, end) infinite;
-}
-
-/* 点动画关键帧 */
-@keyframes loading-dots {
-    0%, 20% { content: ''; }
-    40% { content: '.'; }
-    60% { content: '..'; }
-    80%, 100% { content: '...'; }
+/* 确保浅色主题下的加载状态也是完全透明的 */
+[data-theme="light"] .loading-container {
+    background: transparent;
+    box-shadow: none;
 }
 
 /* 搜索结果容器 */
@@ -894,7 +920,7 @@ body.light-theme select option {
 
 /* 搜索结果中的加载容器 */
 #searchResults .loading-container {
-    box-shadow: 0 4px 12px rgba(0, 0, 0, 0.1);
+    box-shadow: none;
 }
 
 /* Logo 样式 */
@@ -1060,207 +1086,70 @@ body.light-theme select option {
     transition: all 0.3s ease;
     border-radius: 12px;
     overflow: hidden;
-    box-shadow: 0 4px 10px rgba(0, 0, 0, 0.2);
-    cursor: pointer;
-    min-height: 300px;
-    background-color: rgba(0, 0, 0, 0.05);
+    background-color: transparent; /* 移除背景色 */
 }
 
-/* 添加提示文本，告诉用户可以点击不同区域 */
+/* 移除点击区域提示框样式 */
 .cover-image-container::after {
-    content: '点击不同区域查看更多图片';
-    position: absolute;
-    bottom: 10px;
-    left: 50%;
-    transform: translateX(-50%);
-    background-color: rgba(0, 0, 0, 0.7);
-    color: white;
-    padding: 5px 10px;
-    border-radius: 4px;
-    font-size: 12px;
-    opacity: 0;
-    transition: opacity 0.3s ease;
-    z-index: 4;
-    pointer-events: none;
+    display: none; /* 移除提示框 */
 }
 
-.cover-image-container:hover::after {
-    opacity: 1;
-}
-
-/* 增强模态框中的图片效果 */
-.modal-image {
-    max-width: 100%;
-    max-height: 90vh;
-    object-fit: contain;
-    border-radius: 8px;
-    box-shadow: 0 5px 25px rgba(0, 0, 0, 0.5);
-    transition: opacity 0.3s ease, transform 0.3s ease;
-    opacity: 0;
-}
-
-.image-modal.active .modal-image {
-    opacity: 1;
-    animation: zoomIn 0.3s forwards;
-}
-
-@keyframes zoomIn {
-    from {
-        transform: scale(0.9);
-        opacity: 0;
-    }
-    to {
-        transform: scale(1);
-        opacity: 1;
-    }
-}
-
-/* 修改3D卡片效果样式，减小抖动幅度 */
-.card-3d {
-    transform-style: preserve-3d;
-    transform: perspective(1500px); /* 增加透视距离，减小变形效果 */
-    transition: transform 0.3s ease, box-shadow 0.3s ease;
-    will-change: transform, box-shadow;
-    border-radius: 12px;
-    overflow: hidden;
-    position: relative;
-    cursor: pointer;
-}
-
-/* 修改光影效果，使光线更均匀 */
-.card-3d::before {
-    content: '';
-    position: absolute;
-    top: 0;
-    left: 0;
-    width: 100%;
-    height: 100%;
-    background: linear-gradient(
-        135deg,
-        rgba(255, 255, 255, 0.1) 0%,
-        rgba(255, 255, 255, 0.05) 50%,
-        rgba(255, 255, 255, 0.1) 100%
-    );
-    z-index: 3;
-    pointer-events: none;
-    transition: opacity 0.3s ease;
-}
-
-.card-3d:hover::before {
-    opacity: 0.6;
-}
-
-/* 移除辅助线 */
-.card-3d:hover::after {
-    display: none;
-}
-
-/* 修改图片过渡效果，使其更平滑 */
-.card-3d img {
-    transition: transform 0.3s ease;
-    transform-origin: center center;
-    backface-visibility: hidden;
-    position: relative;
-    z-index: 2;
-    filter: brightness(1.02); /* 轻微提高亮度 */
-}
-
-/* 确保图片加载后显示正常 */
-.cover-image {
-    opacity: 0;
-    transition: opacity 0.3s ease, transform 0.3s ease;
-    position: relative;
-    z-index: 2;
-}
-
-.cover-image.loaded {
-    opacity: 1;
-}
-
-/* 大图预览模态框样式 */
-.image-modal {
-    position: fixed;
-    top: 0;
-    left: 0;
-    width: 100%;
-    height: 100%;
-    background-color: rgba(0, 0, 0, 0.95);
+/* 视频控制区域样式 */
+.video-controls {
     display: flex;
-    justify-content: center;
+    justify-content: space-between; /* 两端对齐 */
     align-items: center;
-    z-index: 1000;
-    opacity: 0;
-    visibility: hidden;
-    transition: all 0.3s ease;
-    cursor: pointer;
+    padding: 0.75rem 1rem;
+    border-radius: 0.5rem;
+    background: rgba(0, 0, 0, 0.05);
+    margin: 1rem 0;
+    gap: 1rem;
 }
 
-.image-modal.active {
-    opacity: 1;
-    visibility: visible;
-}
-
-.image-modal.hidden {
-    display: none;
-}
-
-.modal-content {
-    position: relative;
-    max-width: 96vw;
-    max-height: 90vh;
+/* 左侧自动播放开关组 */
+.video-controls-left {
     display: flex;
-    justify-content: center;
     align-items: center;
-    transition: transform 0.3s ease;
+    gap: 1rem;
+    margin-right: auto; /* 确保左侧元素靠左 */
 }
 
-.modal-close {
-    display: none;
+/* 自动播放开关容器 */
+.autoplay-toggle {
+    display: flex;
+    align-items: center;
+    white-space: nowrap;
+    flex-shrink: 0;
 }
 
-.modal-close:hover {
-    transform: scale(1.1);
-}
-
-.modal-close svg {
-    width: 24px;
-    height: 24px;
-}
-
-/* 修改点击关闭提示，支持中英文 */
-.image-modal::after {
-    content: attr(data-close-text);
-    position: fixed;
-    bottom: 20px;
-    left: 50%;
-    transform: translateX(-50%);
-    color: rgba(255, 255, 255, 0.6);
-    font-size: 14px;
-    padding: 8px 16px;
-    background: rgba(0, 0, 0, 0.5);
-    border-radius: 4px;
-    pointer-events: none;
+/* 移除旧的margin-left设置 */
+.video-controls .autoplay-toggle + .autoplay-toggle {
+    margin-left: 0; /* 移除旧的margin设置 */
 }
 
 /* 下一个按钮样式 */
 .next-button {
-    background-color: var(--primary-color);
-    color: var(--text-color);
-    border-radius: 0.375rem;
-    font-weight: 700; /* 加粗文字 */
-    transition: all 0.2s;
-    padding: 0.5rem 1rem;
-    white-space: nowrap; /* 防止文字换行 */
-    flex-shrink: 0; /* 防止缩小 */
+    margin-left: auto; /* 确保按钮靠右 */
 }
 
-.next-button:hover {
-    opacity: 0.9;
-    transform: translateY(-1px);
-}
-
-.next-button:active {
-    transform: translateY(0);
+/* 确保移动端布局正确 */
+@media (max-width: 640px) {
+    .video-controls {
+        padding: 0.5rem;
+        gap: 0.5rem;
+    }
+    
+    .video-controls-left {
+        gap: 0.5rem;
+    }
+    
+    .autoplay-toggle label {
+        font-size: 0.875rem;
+    }
+    
+    .next-button {
+        padding: 0.5rem 0.75rem;
+    }
 }
 
 /* 视频播放器容器样式 */
@@ -1332,53 +1221,6 @@ body.light-theme select option {
     border: 1px solid rgba(220, 38, 38, 0.2);
 }
 
-/* 视频控制区域样式 */
-.video-controls {
-    background: rgba(0, 0, 0, 0.05);
-    padding: 0.75rem 1rem;
-    border-radius: 0.5rem;
-    display: flex;
-    align-items: center;
-    flex-wrap: nowrap; /* 防止换行 */
-    gap: 1rem; /* 添加间距 */
-}
-
-/* 自动播放开关容器 */
-.autoplay-toggle {
-    display: flex;
-    align-items: center;
-    white-space: nowrap; /* 防止文字换行 */
-    flex-shrink: 0; /* 防止缩小 */
-}
-
-/* 确保开关文字不换行 */
-.autoplay-toggle label {
-    white-space: nowrap;
-}
-
-/* 调整开关间距 */
-.video-controls .autoplay-toggle + .autoplay-toggle {
-    margin-left: 1rem;
-}
-
-/* 确保移动端布局正确 */
-@media (max-width: 640px) {
-    .video-controls {
-        flex-direction: row;
-        justify-content: space-between;
-        padding: 0.5rem;
-        gap: 0.5rem;
-    }
-    
-    .autoplay-toggle label {
-        font-size: 0.875rem; /* 稍微减小字体大小 */
-    }
-    
-    .next-button {
-        padding: 0.5rem 0.75rem;
-    }
-}
-
 /* 自动播放开关样式 */
 .toggle-switch {
     position: relative;
@@ -1780,3 +1622,57 @@ main {
     border-radius: 4px;
     pointer-events: none;
 }
+
+/* 热门搜索词区域样式 */
+.hot-searches {
+    padding: 8px 12px;
+    background: var(--card-dark);
+    border: 1px solid var(--border-color);
+    border-radius: 8px;
+    margin: 0 4px;
+}
+
+/* 热门搜索标签样式 */
+.hot-search-tag {
+    display: inline-flex;
+    align-items: center;
+    padding: 4px 12px;
+    border-radius: 16px;
+    font-size: 13px;
+    background: rgba(var(--primary-color-rgb), 0.1);
+    color: var(--primary-color);
+    cursor: pointer;
+    transition: all 0.2s;
+    border: 1px solid rgba(var(--primary-color-rgb), 0.2);
+}
+
+.hot-search-tag:hover {
+    background: rgba(var(--primary-color-rgb), 0.15);
+    transform: translateY(-1px);
+    box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);
+}
+
+/* 热门搜索文字样式 */
+.hot-searches .label-text {
+    color: var(--text-primary);
+    font-weight: 500;
+}
+
+/* 日间主题适配 */
+[data-theme="light"] .hot-searches {
+    background: #ffffff;
+    border-color: #e5e7eb;
+}
+
+[data-theme="light"] .hot-search-tag {
+    background: rgba(var(--primary-color-rgb), 0.08);
+    border-color: rgba(var(--primary-color-rgb), 0.15);
+}
+
+[data-theme="light"] .hot-search-tag:hover {
+    background: rgba(var(--primary-color-rgb), 0.12);
+}
+
+[data-theme="light"] .hot-searches .label-text {
+    color: #374151;
+}