diff --git a/tests/test_account_lifecycle.py b/tests/test_account_lifecycle.py
index b99987b..a12e298 100644
--- a/tests/test_account_lifecycle.py
+++ b/tests/test_account_lifecycle.py
@@ -807,3 +807,50 @@ class TestListViewKeyColumns(_Base):
         # unknown 会把没绑过的也算进来（默认值就是 unknown）
         unknown = {i.username for i in self._items(bind_status="unknown")}
         assert "all-unknown" in unknown
+
+
+class TestSummaryByStatus(_Base):
+    """账号列表顶部的卡片是**快捷筛选入口**，不是统计装饰。
+
+    所以它必须按**生命周期状态**分布 —— 「有几个要处理」才可行动，
+    原来的「标签数 / 已分配 / 未分配」看了也不知道该干什么。
+    """
+
+    def _summary(self):
+        from web.backend.routers.accounts import accounts_summary
+
+        return accounts_summary(db=self.session, current=self.user)
+
+    def test_distribution_counts_each_status(self):
+        self.make_account("act", cookie="ck", ck_check_status="valid")
+        self.make_account("imp")
+        invalid = self.make_account("bad", cookie="ck", ck_check_status="invalid")
+        off = self.make_account("off", cookie="ck", ck_check_status="valid")
+        life.set_manual_state(self.session, off, life.STATUS_DISABLED)
+        self.session.commit()
+
+        summary = self._summary()
+        by = summary["by_status"]
+        # 库里可能有其它用例留下的账号，所以按「至少」断言
+        assert by.get("active", 0) >= 1
+        assert by.get("imported", 0) >= 1
+        assert by.get("invalid", 0) >= 1
+        assert by.get("disabled", 0) >= 1
+        assert invalid.id  # 用掉变量
+
+    def test_archived_excluded_from_distribution(self):
+        """归档默认不出现在列表里，卡片口径必须与列表一致。"""
+        arch = self.make_account("arch", cookie="ck", ck_check_status="valid")
+        life.set_manual_state(self.session, arch, life.STATUS_ARCHIVED)
+        self.session.commit()
+
+        summary = self._summary()
+        assert "archived" not in summary["by_status"]
+        assert summary["visible_total"] == sum(summary["by_status"].values())
+
+    def test_ck_invalid_and_no_cookie_counts(self):
+        self.make_account("bad", cookie="ck", ck_check_status="invalid")
+        self.make_account("nocookie")
+        summary = self._summary()
+        assert summary["ck_invalid_count"] >= 1
+        assert summary["no_cookie_count"] >= 1
diff --git a/web/backend/routers/accounts.py b/web/backend/routers/accounts.py
index f621029..db3f86b 100644
--- a/web/backend/routers/accounts.py
+++ b/web/backend/routers/accounts.py
@@ -298,8 +298,34 @@ def accounts_summary(
         .scalar()
         or 0
     )
+    # 按**生命周期状态**分布：这才是可行动的（「有几个要处理」比「有几个标签」有用得多）。
+    # 归档默认不计入（与列表默认口径一致 —— 归档就是「收起来别烦我」）。
+    visible = query.filter(Account.status != STATUS_ARCHIVED)
+    status_rows = (
+        visible.with_entities(Account.status, func.count(Account.id))
+        .group_by(Account.status)
+        .all()
+    )
+    by_status = {str(row[0] or ""): int(row[1] or 0) for row in status_rows}
+    visible_total = sum(by_status.values())
     return {
         "total": total,
+        "visible_total": visible_total,
+        # 生命周期分布（键是 6 状态的枚举值）
+        "by_status": by_status,
+        # 需要人关注的：CK 已被判失效的账号数（含待人工）
+        "ck_invalid_count": int(
+            visible.filter(Account.ck_check_status == "invalid")
+            .with_entities(func.count(Account.id))
+            .scalar()
+            or 0
+        ),
+        "no_cookie_count": int(
+            visible.filter(or_(Account.cookie.is_(None), Account.cookie == ""))
+            .with_entities(func.count(Account.id))
+            .scalar()
+            or 0
+        ),
         "assigned_count": assigned_count,
         "unassigned_count": max(0, total - assigned_count),
         "tag_count": tag_count,
diff --git a/web/frontend/src/api/types.ts b/web/frontend/src/api/types.ts
index c844cdc..234fdeb 100644
--- a/web/frontend/src/api/types.ts
+++ b/web/frontend/src/api/types.ts
@@ -65,6 +65,14 @@ export interface AuditLogQuery {
 }
 
 export interface BasicSummary {
+  /** 生命周期状态分布（键是 6 状态枚举值）；归档默认不计入 */
+  by_status?: Record<string, number>;
+  /** 不含归档的账号数 */
+  visible_total?: number;
+  /** CK 已被判失效的账号数 */
+  ck_invalid_count?: number;
+  /** 没有 CK 的账号数 */
+  no_cookie_count?: number;
   total: number;
   assigned_count: number;
   unassigned_count: number;
diff --git a/web/frontend/src/pages/AccountsPage.tsx b/web/frontend/src/pages/AccountsPage.tsx
index 1bf73c0..2842ac6 100644
--- a/web/frontend/src/pages/AccountsPage.tsx
+++ b/web/frontend/src/pages/AccountsPage.tsx
@@ -2,7 +2,7 @@ import { useEffect, useState, useMemo, useCallback } from 'react';
 import { useNavigate } from 'react-router-dom';
 import {
   Alert, Table, Button, Modal, Input, Select, Popconfirm, Typography, Tag, Space,
-  Row, Col, Card, Statistic, App,
+  Row, Col, Card, Statistic, App, Tooltip,
 } from 'antd';
 import { message } from '../utils/antdMessage';
 import type { TableProps } from 'antd';
@@ -48,16 +48,16 @@ const BIND_OPTIONS = [
   { value: 'unknown', label: '绑定未知' },
 ];
 
-/** 状态筛选项：与后端 ALL_STATES 保持一致。 */
-const STATUS_OPTIONS = [
-  { value: 'active', label: '正常' },
-  { value: 'invalid', label: 'CK 失效' },
-  { value: 'manual', label: '待人工' },
-  { value: 'imported', label: '未登录' },
-  { value: 'disabled', label: '已停用' },
-  { value: 'archived', label: '已归档' },
+/** 状态分布卡片：点击即按该状态筛选。 */
+const STATUS_CARDS = [
+  { value: 'active', label: '正常', color: '#52c41a' },
+  { value: 'invalid', label: 'CK 失效', color: '#ff4d4f' },
+  { value: 'manual', label: '待人工', color: '#fa8c16' },
+  { value: 'imported', label: '未登录', color: '#8c8c8c' },
+  { value: 'disabled', label: '已停用', color: '#8c8c8c' },
 ];
 
+
 /** 单个作用域的绑定小标签：精/电/店。 */
 function BindChip({ scope, status }: { scope: string; status?: string }) {
   const tone = status === 'bound' ? 'green'
@@ -310,74 +310,79 @@ export default function AccountsPage() {
   };
 
   const columns: TableProps<AccountItem>['columns'] = [
-    { title: 'ID', dataIndex: 'id', width: 60 },
     {
-      title: '用户名',
+      // ID 不再单独占一列（客服不看），降到用户名下面做小字 —— 报障时还能念出来。
+      title: '账号',
       dataIndex: 'username',
-      // 点进账号详情：那里有状态卡、累计统计与时间线
       render: (username: string, record: AccountItem) => (
-        <Button type="link" size="small" style={{ padding: 0 }} onClick={() => navigate(`/accounts/${record.id}`)}>
-          {username}
-        </Button>
+        <Space direction="vertical" size={0}>
+          <Button
+            type="link"
+            size="small"
+            style={{ padding: 0 }}
+            onClick={() => navigate(`/accounts/${record.id}`)}
+          >
+            {username}
+          </Button>
+          <Text type="secondary" style={{ fontSize: 12 }}>#{record.id}</Text>
+        </Space>
       ),
     },
     {
+      // 「状态」与原来的「CK」两列是重复的 —— 生命周期状态里的 `CK 失效` 就是 CK 的结论。
+      // 合并成一列：主标签是生命周期状态，副行小字补 CK 的细节
+      // （检测时间、以及 `error` 这种「状态正常但检测没查明白」的情况）。
       title: '状态',
       dataIndex: 'status',
-      width: 110,
+      width: 150,
       render: (status: string, record: AccountItem) => {
         const tone = STATUS_TONES[status] ?? 'default';
+        const ckNote = !record.has_cookie
+          ? '无 CK'
+          : record.ck_check_status === 'error'
+            ? '检测异常'
+            : record.ck_checked_at
+              ? `检测 ${formatTime(record.ck_checked_at)}`
+              : '未检测';
         return (
-          <Space size={4}>
-            <Tag color={tone}>{record.status_label || status || '-'}</Tag>
-            {record.auto_managed === false && <Tag color="orange">不自动</Tag>}
+          <Space direction="vertical" size={0}>
+            <Space size={4}>
+              <Tag color={tone} style={{ marginInlineEnd: 0 }}>
+                {record.status_label || status || '-'}
+              </Tag>
+              {record.auto_managed === false && <Tag color="orange" style={{ marginInlineEnd: 0 }}>不自动</Tag>}
+            </Space>
+            <Text
+              type={status === 'active' && record.ck_check_status === 'error' ? 'warning' : 'secondary'}
+              style={{ fontSize: 12 }}
+            >
+              {ckNote}
+            </Text>
           </Space>
         );
       },
     },
-    {
-      // CK 健康：客服排查的第一入口。「没有 CK」和「CK 失效」是两种完全不同的处境。
-      title: 'CK',
-      dataIndex: 'ck_check_status',
-      width: 140,
-      render: (_, record: AccountItem) => {
-        if (!record.has_cookie) return <Tag>无 CK</Tag>;
-        if (record.ck_check_status === 'invalid') {
-          return (
-            <Space direction="vertical" size={0}>
-              <Tag color="red">已失效</Tag>
-              <Text type="secondary" style={{ fontSize: 12 }}>
-                {formatTime(record.ck_checked_at)}
-              </Text>
-            </Space>
-          );
-        }
-        if (record.ck_check_status === 'error') return <Tag color="orange">检测异常</Tag>;
-        if (record.ck_check_status === 'valid') {
-          return (
-            <Space direction="vertical" size={0}>
-              <Tag color="green">正常</Tag>
-              <Text type="secondary" style={{ fontSize: 12 }}>
-                {formatTime(record.ck_checked_at)}
-              </Text>
-            </Space>
-          );
-        }
-        return <Tag>未检测</Tag>;
-      },
-    },
     {
       // 三角色绑定：三个作用域各一列，合成一格紧凑展示
       title: '绑定',
       dataIndex: 'role_bind_status',
       width: 190,
-      render: (_, record: AccountItem) => (
-        <Space size={2} wrap>
-          <BindChip scope="精" status={record.role_bind_status} />
-          <BindChip scope="电" status={record.esports_bind_status} />
-          <BindChip scope="店" status={record.xpd_bind_status} />
-        </Space>
-      ),
+      render: (_, record: AccountItem) => {
+        // 三个作用域全都没查过时，显示「—」而不是「精? 电? 店?」——
+        // 满屏问号只是噪声，不如一眼看出「这账号还没查过绑定」。
+        const allUnknown = [record.role_bind_status, record.esports_bind_status, record.xpd_bind_status]
+          .every((s) => !s || s === 'unknown');
+        if (allUnknown) {
+          return <Tooltip title="还没有查询过绑定"><Text type="secondary">—</Text></Tooltip>;
+        }
+        return (
+          <Space size={2} wrap>
+            <BindChip scope="精" status={record.role_bind_status} />
+            <BindChip scope="电" status={record.esports_bind_status} />
+            <BindChip scope="店" status={record.xpd_bind_status} />
+          </Space>
+        );
+      },
     },
     {
       title: '积分 / 鱼翅',
@@ -419,10 +424,13 @@ export default function AccountsPage() {
       },
     },
     {
-      title: '上传时间',
+      title: '导入时间',
       dataIndex: 'created_at',
-      width: 180,
-      render: (val: string | null) => val ? formatTime(val) : <Text type="secondary">-</Text>,
+      width: 110,
+      // 列表里只关心「哪一批导入的」，时分秒是噪声（需要精确时间看详情页）
+      render: (val: string | null) => val
+        ? <Tooltip title={formatTime(val)}>{formatTime(val).slice(0, 10)}</Tooltip>
+        : <Text type="secondary">-</Text>,
     },
   ];
 
@@ -485,18 +493,6 @@ export default function AccountsPage() {
             options={tags.map((t) => ({ value: t, label: t }))}
             prefix={<FilterOutlined />}
           />
-          <Select
-            allowClear
-            size="small"
-            placeholder="按状态筛选"
-            style={{ width: 130 }}
-            value={statusFilter || undefined}
-            onChange={(val) => {
-              setStatusFilter(val || '');
-              setCurrentPage(1);
-            }}
-            options={STATUS_OPTIONS}
-          />
           <Select
             allowClear
             size="small"
@@ -572,29 +568,46 @@ export default function AccountsPage() {
         </Space>
       </div>
 
-      <Row gutter={16} style={{ marginBottom: 16 }}>
-        <Col span={6}>
-          <Card size="small"><Statistic title="账号总数" value={summary.total} /></Card>
-        </Col>
-        <Col span={6}>
-          <Card size="small"><Statistic title="标签数" value={summary.tag_count || tags.length} /></Card>
-        </Col>
-        <Col span={6}>
-          <Card size="small">
-            <Statistic
-              title="已分配"
-              value={summary.assigned_count}
-            />
-          </Card>
-        </Col>
-        <Col span={6}>
-          <Card size="small">
-            <Statistic
-              title="未分配"
-              value={summary.unassigned_count}
-            />
+      {/* 状态分布卡片：这不是「统计」，是**快捷筛选入口** —— 点一下就是「只看这些」。
+          比原来的「标签数 / 已分配 / 未分配」有用得多：客服要的是「有几个要处理」。 */}
+      <Row gutter={12} style={{ marginBottom: 12 }}>
+        <Col flex="120px">
+          <Card
+            size="small"
+            hoverable
+            onClick={() => { setStatusFilter(''); setCkFilter(''); setCurrentPage(1); }}
+            style={{ borderColor: statusFilter || ckFilter ? undefined : '#1677ff' }}
+          >
+            <Statistic title="账号总数" value={summary.visible_total ?? summary.total} />
           </Card>
         </Col>
+        {STATUS_CARDS.map((card) => {
+          const count = summary.by_status?.[card.value] ?? 0;
+          const active = statusFilter === card.value;
+          return (
+            <Col flex="120px" key={card.value}>
+              <Card
+                size="small"
+                hoverable
+                onClick={() => {
+                  setStatusFilter(active ? '' : card.value);
+                  setCkFilter('');
+                  setCurrentPage(1);
+                }}
+                style={{
+                  borderColor: active ? card.color : undefined,
+                  opacity: count === 0 && !active ? 0.55 : 1,
+                }}
+              >
+                <Statistic
+                  title={card.label}
+                  value={count}
+                  valueStyle={{ color: count > 0 ? card.color : undefined, fontSize: 20 }}
+                />
+              </Card>
+            </Col>
+          );
+        })}
       </Row>
 
       <Table