diff --git a/admin/src/views/Dashboard.vue b/admin/src/views/Dashboard.vue
index c3a193c..6b86301 100644
--- a/admin/src/views/Dashboard.vue
+++ b/admin/src/views/Dashboard.vue
@@ -40,15 +40,20 @@
           <el-table-column prop="createdAt" label="时间" width="160">
             <template #default="{ row }">{{ fmt(row.createdAt) }}</template>
           </el-table-column>
-          <el-table-column prop="openid" label="用户" width="150">
-            <template #default="{ row }">{{ (row.openid || '-').slice(0, 12) }}</template>
+          <el-table-column label="用户/来源" width="130">
+            <template #default="{ row }">{{ row.userName || row.openid || '-' }}</template>
           </el-table-column>
           <el-table-column prop="type" label="类型" width="70" />
-          <el-table-column prop="method" label="方式" width="110" />
+          <el-table-column label="方式/终端" width="120">
+            <template #default="{ row }">{{ row.method || '-' }}</template>
+          </el-table-column>
           <el-table-column prop="ip" label="IP" width="120" />
-          <el-table-column label="结果">
+          <el-table-column label="结果 / 路径" min-width="150" show-overflow-tooltip>
             <template #default="{ row }">
-              <el-tag :type="row.success ? 'success' : 'danger'" size="small">{{ row.success ? '成功' : (row.failReason || '失败') }}</el-tag>
+              <template v-if="row.kind === 'login'">
+                <el-tag :type="row.success ? 'success' : 'danger'" size="small">{{ row.success ? '成功' : (row.failReason || '失败') }}</el-tag>
+              </template>
+              <template v-else>{{ row.path || '-' }}</template>
             </template>
           </el-table-column>
         </el-table>
diff --git a/server/src/routes/admin.js b/server/src/routes/admin.js
index cc25cd6..85c2443 100755
--- a/server/src/routes/admin.js
+++ b/server/src/routes/admin.js
@@ -1193,7 +1193,7 @@ router.get('/dashboard-v2', requirePermission('dashboard:read'), async (req, res
     const [
       totalUsers, newUsers7d, totalKnowledge, approvedKnowledge, withQuiz,
       totalTrends, trendsWithExplain, totalFeedbacks, pendingFeedbacks, totalOrders, paidOrders,
-      totalLits, litUsers, recentLogins, litByDimAgg, aiStatsRaw
+      totalLits, litUsers, recentLogins, recentVisits, litByDimAgg, aiStatsRaw
     ] = await Promise.all([
       User.countDocuments({}),
       User.countDocuments({ createdAt: { $gte: new Date(Date.now() - 7 * 86400000) } }),
@@ -1208,7 +1208,8 @@ router.get('/dashboard-v2', requirePermission('dashboard:read'), async (req, res
       Order.countDocuments({ status: 'paid' }),
       KnowledgeLit.countDocuments({}),
       KnowledgeLit.distinct('openid'),
-      LoginLog.find({}).sort({ createdAt: -1 }).limit(10).lean(),
+      LoginLog.find({}).sort({ createdAt: -1 }).limit(10).populate('userId', 'nickName').lean(),
+      VisitLog.find({}).sort({ createdAt: -1 }).limit(10).lean(),
       KnowledgeLit.aggregate([{ $group: { _id: '$dim', count: { $sum: 1 } } }]),
       AIChatQuota.aggregate([{ $group: { _id: null, used: { $sum: '$usedQuota' }, users: { $sum: 1 } } }]),
     ])
@@ -1230,16 +1231,34 @@ router.get('/dashboard-v2', requirePermission('dashboard:read'), async (req, res
         aiChatUsed: ai.used, aiChatUsers: ai.users,
       },
       litByDim: Object.entries(litByDim).map(([dim, count]) => ({ dim: Number(dim), name: DIM_NAMES[dim], count })),
-      recentLogins: recentLogins.map(l => ({
-        openid: l.openid,
-        type: l.type,
-        method: l.method,
-        ip: l.ip,
-        success: l.success,
-        failReason: l.failReason,
-        userAgent: (l.userAgent || '').slice(0, 80),
-        createdAt: l.createdAt,
-      })),
+      recentLogins: [
+        // 登录记录（显示昵称）
+        ...recentLogins.map(l => ({
+          kind: 'login',
+          createdAt: l.createdAt,
+          userName: l.userId?.nickName || l.openid,
+          openid: l.openid,
+          type: l.type === 'register' ? '注册' : '登录',
+          method: l.method === 'wechat_miniapp' ? '微信小程序' : (l.method || ''),
+          ip: l.ip,
+          success: l.success,
+          failReason: l.failReason,
+        })),
+        // 访问埋点（H5 / 小程序 / 直接访问）
+        ...recentVisits.map(v => ({
+          kind: 'visit',
+          createdAt: v.createdAt,
+          userName: v.source,
+          openid: '',
+          type: '访问',
+          method: [v.os, v.browser].filter(Boolean).join(' / ') || v.device || '',
+          ip: v.ip,
+          path: v.path,
+          success: true,
+        })),
+      ]
+        .sort((a, b) => new Date(b.createdAt) - new Date(a.createdAt))
+        .slice(0, 10),
     })
   } catch (error) {
     logger.error('获取增强看板失败:', error)