diff --git a/internal/controller/admin/admin_comment_controller.go b/internal/controller/admin/admin_comment_controller.go
index 75f6d09..9957df1 100644
--- a/internal/controller/admin/admin_comment_controller.go
+++ b/internal/controller/admin/admin_comment_controller.go
@@ -23,7 +23,9 @@ func NewAdminCommentController(cs adminCommentUseCase) *AdminCommentController {
 // CommentsPage SSR 页面
 func (ctrl *AdminCommentController) CommentsPage(c *gin.Context) {
 	c.HTML(http.StatusOK, "admin/comments/index.html", common.BuildAdminPageData(c, gin.H{
-		"Title": "评论管理",
+		"Title":    "评论管理",
+		"ExtraCSS": "/admin/static/css/comments.css",
+		"ExtraJS":  "/admin/static/js/comments.js",
 	}))
 }
 
diff --git a/templates/admin/html/audit/index.html b/templates/admin/html/audit/index.html
index 88ad90b..6da40cc 100644
--- a/templates/admin/html/audit/index.html
+++ b/templates/admin/html/audit/index.html
@@ -86,7 +86,7 @@
         </div>
 
         <!-- 拒绝理由弹窗 -->
-        <div class="modal-overlay" id="rejectModal" style="display:none;">
+        <div class="modal-overlay" id="rejectModal">
             <div class="modal-box">
                 <h3>拒绝审核</h3>
                 <p>请填写拒绝理由：</p>
diff --git a/templates/admin/html/comments/index.html b/templates/admin/html/comments/index.html
index 63bc8f5..d4ef02f 100644
--- a/templates/admin/html/comments/index.html
+++ b/templates/admin/html/comments/index.html
@@ -7,19 +7,19 @@
 <div class="admin-toolbar">
     <input type="text" id="commentSearch" class="admin-search-input" placeholder="搜索评论内容、作者或文章标题..." />
     <button id="commentSearchBtn" class="btn btn-secondary">搜索</button>
-    <button id="commentClearBtn" class="btn btn-secondary" style="display:none">清除</button>
+    <button id="commentClearBtn" class="btn btn-secondary admin-hidden">清除</button>
 </div>
 
 <div class="admin-table-wrap" id="commentTableWrap">
     <table class="admin-table">
         <thead>
             <tr>
-                <th style="width:60px">ID</th>
-                <th style="width:100px">作者</th>
+                <th class="th-id">ID</th>
+                <th class="th-author">作者</th>
                 <th>评论内容</th>
-                <th style="width:160px">所属文章</th>
-                <th style="width:140px">时间</th>
-                <th style="width:100px">操作</th>
+                <th class="th-post">所属文章</th>
+                <th class="th-time">时间</th>
+                <th class="th-actions">操作</th>
             </tr>
         </thead>
         <tbody id="commentTableBody"></tbody>
@@ -27,7 +27,6 @@
 </div>
 
 <div class="admin-pagination" id="commentPagination"></div>
-<div class="admin-loading" id="commentLoading" style="display:none">加载中...</div>
+<div class="admin-loading admin-hidden" id="commentLoading">加载中...</div>
 
 {{template "admin/layout/footer.html" .}}
-<script src="/admin/static/js/comments.js?v={{assetV "/admin/static/js/comments.js"}}" nonce="{{.CSPNonce}}"></script>
diff --git a/templates/admin/html/dashboard/index.html b/templates/admin/html/dashboard/index.html
index 736f65d..92bf2c6 100644
--- a/templates/admin/html/dashboard/index.html
+++ b/templates/admin/html/dashboard/index.html
@@ -14,7 +14,7 @@
                 <div class="stat-info">
                     <div class="stat-label">帖子总数</div>
                     <div class="stat-value">{{.PostTotal}}</div>
-                    <div class="stat-desc">已发布 {{.PostApproved}}<span class="stat-badge badge-warn" style="margin-left: 12px;">待审核 {{.PostPending}}</span></div>
+                    <div class="stat-desc">已发布 {{.PostApproved}}<span class="stat-badge badge-warn">待审核 {{.PostPending}}</span></div>
                 </div>
             </div>
             <div class="stat-card">
@@ -23,8 +23,8 @@
             </div>
         </div>
 
-        <div class="stats-grid" style="margin-top: 1rem;">
-            <div class="stat-card" style="grid-column: span 2;">
+        <div class="stats-grid mt-grid">
+            <div class="stat-card span-2">
                 <div class="stat-icon {{if .StoreDegraded}}stat-red{{else if eq .StoreType "redis"}}stat-green{{else}}stat-blue{{end}}">
                     <svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2"><ellipse cx="12" cy="5" rx="9" ry="3"/><path d="M21 12c0 1.66-4 3-9 3s-9-1.34-9-3"/><path d="M3 5v14c0 1.66 4 3 9 3s9-1.34 9-3V5"/></svg>
                 </div>
diff --git a/templates/admin/html/energy/fund_logs.html b/templates/admin/html/energy/fund_logs.html
index 2ed742c..eb52450 100644
--- a/templates/admin/html/energy/fund_logs.html
+++ b/templates/admin/html/energy/fund_logs.html
@@ -5,7 +5,7 @@
         </div>
 
         <div class="filter-bar">
-            <label for="fund-log-type-filter" style="font-size:0.85rem;color:#4a5568;font-weight:500;">类型筛选：</label>
+            <label for="fund-log-type-filter">类型筛选：</label>
             <select id="fund-log-type-filter">
                 <option value="">全部类型</option>
                 {{range $type, $name := .LogTypes}}<option value="{{$type}}">{{$name}}</option>{{end}}
diff --git a/templates/admin/html/energy/logs.html b/templates/admin/html/energy/logs.html
index 98e353f..69f43e5 100644
--- a/templates/admin/html/energy/logs.html
+++ b/templates/admin/html/energy/logs.html
@@ -5,7 +5,7 @@
         </div>
 
         <div class="filter-bar">
-            <label for="log-type-filter" style="font-size:0.85rem;color:#4a5568;font-weight:500;">类型筛选：</label>
+            <label for="log-type-filter">类型筛选：</label>
             <select id="log-type-filter">
                 <option value="">全部类型</option>
                 {{range $type, $name := .LogTypes}}<option value="{{$type}}">{{$name}}</option>{{end}}
diff --git a/templates/admin/html/layout/base.html b/templates/admin/html/layout/base.html
index a4b3464..a559d73 100644
--- a/templates/admin/html/layout/base.html
+++ b/templates/admin/html/layout/base.html
@@ -16,7 +16,7 @@
         <a href="/admin" class="admin-logo">MetaLab <span>管理面板</span></a>
         <div class="admin-header-right">
             <span class="admin-user">{{.Username}}</span>
-            <a href="/" class="admin-back-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" width="14" height="14" style="vertical-align:-2px;margin-right:3px;"><path d="m3 9 9-7 9 7v11a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2z"/><polyline points="9 22 9 12 15 12 15 22"/></svg>返回前台</a>
+            <a href="/" class="admin-back-btn"><svg viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" width="14" height="14"><path d="m3 9 9-7 9 7v11a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2z"/><polyline points="9 22 9 12 15 12 15 22"/></svg>返回前台</a>
         </div>
     </div>
 </header>
diff --git a/templates/admin/static/css/comments.css b/templates/admin/static/css/comments.css
new file mode 100644
index 0000000..90a487b
--- /dev/null
+++ b/templates/admin/static/css/comments.css
@@ -0,0 +1,144 @@
+/* ========== 管理后台评论管理 ========== */
+
+/* --- 页面标题 --- */
+.admin-page-header {
+    margin-bottom: 24px;
+}
+.admin-page-header h2 {
+    font-size: 22px;
+    font-weight: 600;
+    color: var(--text);
+}
+
+/* --- 工具栏/搜索 --- */
+.admin-toolbar {
+    display: flex;
+    gap: 10px;
+    margin-bottom: 16px;
+    flex-wrap: wrap;
+}
+.admin-search-input {
+    flex: 1;
+    min-width: 200px;
+    max-width: 400px;
+    padding: 8px 12px;
+    border: 1px solid var(--border);
+    border-radius: var(--radius);
+    font-size: 13px;
+    outline: none;
+    transition: border-color 0.2s;
+}
+.admin-search-input:focus {
+    border-color: var(--primary);
+}
+
+/* --- 表格 --- */
+.admin-table-wrap {
+    background: var(--bg-card);
+    border-radius: var(--radius);
+    box-shadow: var(--shadow);
+    overflow-x: auto;
+}
+.admin-table {
+    width: 100%;
+    border-collapse: collapse;
+    font-size: 13px;
+}
+.admin-table th {
+    text-align: left;
+    padding: 12px 16px;
+    background: #f9fafb;
+    color: var(--text-muted);
+    font-weight: 600;
+    font-size: 12px;
+    border-bottom: 2px solid var(--border);
+    white-space: nowrap;
+}
+.admin-table td {
+    padding: 12px 16px;
+    border-bottom: 1px solid #f0f0f0;
+    font-size: 13px;
+    color: #374151;
+    vertical-align: middle;
+}
+.admin-table tbody tr:hover {
+    background: #f8f9ff;
+}
+
+/* 列宽 */
+.th-id { width: 60px; }
+.th-author { width: 100px; }
+.th-post { width: 160px; }
+.th-time { width: 140px; }
+.th-actions { width: 100px; }
+
+/* 表格空状态 / 加载失败 */
+.admin-table-empty {
+    text-align: center;
+    padding: 40px;
+    color: #9ca3af;
+}
+.admin-table-error {
+    text-align: center;
+    padding: 40px;
+    color: #dc2626;
+}
+
+/* 评论内容列 */
+.comment-body-cell {
+    max-width: 320px;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+}
+
+/* --- 分页 --- */
+.admin-pagination {
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    gap: 8px;
+    margin-top: 20px;
+}
+.admin-page-link {
+    padding: 6px 14px;
+    border: 1px solid var(--border);
+    background: #fff;
+    border-radius: 4px;
+    font-size: 13px;
+    cursor: pointer;
+    color: var(--text);
+    text-decoration: none;
+    transition: all 0.15s;
+}
+.admin-page-link:hover {
+    border-color: var(--primary);
+    color: var(--primary);
+}
+.admin-page-info {
+    padding: 6px 14px;
+    font-size: 13px;
+    color: var(--text-muted);
+}
+
+/* --- 加载状态 --- */
+.admin-loading {
+    text-align: center;
+    padding: 20px;
+    color: var(--text-muted);
+    font-size: 13px;
+}
+
+/* --- 按钮适配 --- */
+.btn-secondary {
+    background: #e5e7eb;
+    color: #374151;
+}
+.btn-secondary:hover {
+    background: #d1d5db;
+}
+
+/* --- 工具类 --- */
+.admin-hidden {
+    display: none;
+}
diff --git a/templates/admin/static/css/common.css b/templates/admin/static/css/common.css
index 40267e2..1a5e39a 100644
--- a/templates/admin/static/css/common.css
+++ b/templates/admin/static/css/common.css
@@ -66,11 +66,12 @@ a:hover { color: var(--primary-hover); }
     display: flex; align-items: center; gap: 16px;
 }
 .admin-user { color: #dfe6e9; font-size: 13px; }
-.admin-back-btn {
+.admin-back-btn { 
     font-size: 12px; color: #b2bec3;
     padding: 4px 10px; border: 1px solid #636e72;
     border-radius: 4px; transition: all 0.2s;
 }
+.admin-back-btn svg { vertical-align: -2px; margin-right: 3px; }
 .admin-back-btn:hover { color: #fff; border-color: #fff; }
 
 /* --- 整体布局 --- */
@@ -123,6 +124,7 @@ a:hover { color: var(--primary-hover); }
     gap: 16px;
     margin-bottom: 24px;
 }
+.stats-grid.mt-grid { margin-top: 1rem; }
 .stat-card {
     background: var(--bg-card);
     border-radius: var(--radius);
@@ -130,6 +132,7 @@ a:hover { color: var(--primary-hover); }
     box-shadow: var(--shadow);
     display: flex; align-items: center; gap: 16px;
 }
+.stat-card.span-2 { grid-column: span 2; }
 .stat-icon {
     width: 44px; height: 44px; border-radius: 10px;
     display: flex; align-items: center; justify-content: center;
@@ -142,7 +145,7 @@ a:hover { color: var(--primary-hover); }
 .stat-label { font-size: 12px; color: var(--text-muted); }
 .stat-value { font-size: 22px; font-weight: 600; color: var(--text); }
 .stat-desc { font-size: 12px; color: var(--text-muted); margin-top: 4px; }
-.stat-badge { display: inline-block; font-size: 11px; padding: 1px 8px; border-radius: 10px; margin-left: 8px; vertical-align: middle; }
+.stat-badge { display: inline-block; font-size: 11px; padding: 1px 8px; border-radius: 10px; margin-left: 12px; vertical-align: middle; }
 .badge-warn { background: #fff3e0; color: var(--warning); }
 
 /* --- 信息卡片 --- */
diff --git a/templates/admin/static/css/energy.css b/templates/admin/static/css/energy.css
index b4e782d..d59eb5b 100644
--- a/templates/admin/static/css/energy.css
+++ b/templates/admin/static/css/energy.css
@@ -172,6 +172,12 @@
     align-items: center;
 }
 
+.filter-bar label {
+    font-size: 0.85rem;
+    font-weight: 500;
+    color: #4a5568;
+}
+
 .filter-bar select {
     padding: 0.4rem 0.75rem;
     border: 1px solid #cbd5e0;
diff --git a/templates/admin/static/js/comments.js b/templates/admin/static/js/comments.js
index b28aff3..e2790fa 100644
--- a/templates/admin/static/js/comments.js
+++ b/templates/admin/static/js/comments.js
@@ -26,7 +26,7 @@
             tbody.innerHTML = '';
             var items = d.data.items || [];
             if (items.length === 0) {
-                tbody.innerHTML = '<tr><td colspan="6" style="text-align:center;padding:40px;color:#9ca3af">暂无评论</td></tr>';
+                tbody.innerHTML = '<tr><td colspan="6" class="admin-table-empty">暂无评论</td></tr>';
                 pagination.innerHTML = '';
                 return;
             }
@@ -48,7 +48,7 @@
         }).catch(function() {
             loading.style.display = 'none';
             showToast('加载失败', 'error');
-            tbody.innerHTML = '<tr><td colspan="6" style="text-align:center;padding:40px;color:#dc2626">加载失败</td></tr>';
+            tbody.innerHTML = '<tr><td colspan="6" class="admin-table-error">加载失败</td></tr>';
         });
     }