diff --git a/index.html b/index.html
index 49b9cc2..6a8f36f 100644
--- a/index.html
+++ b/index.html
@@ -8,7 +8,6 @@
   :root{
     --rose:#C4506A;
     --rose-dark:#a63f57;
-    --rose-600:#b3445e;
     --rose-100:#f9e8ec;
     --rose-50:#fdf3f5;
     --ink:#2D1B20;
@@ -33,28 +32,24 @@
   }
   .wrap{max-width:980px;margin:0 auto;padding:40px 24px 72px}
 
-  /* header */
   header{padding:34px 32px 28px;background:linear-gradient(135deg,#2D1B20 0%,#4a2430 55%,#C4506A 130%);border-radius:18px;color:#fff;margin-bottom:22px}
   header .eyebrow{font-size:12px;letter-spacing:2px;opacity:.75;text-transform:uppercase}
   header h1{font-size:28px;font-weight:700;margin-top:8px;letter-spacing:.5px}
   header p{margin-top:10px;font-size:14px;opacity:.85}
   .meta{display:inline-block;margin-top:16px;font-size:12.5px;padding:5px 13px;border-radius:999px;background:rgba(255,255,255,.14);letter-spacing:.5px}
 
-  /* KPI */
   .kpis{display:grid;grid-template-columns:repeat(5,1fr);gap:12px;margin-bottom:30px}
   .kpi{background:var(--white);border:1px solid var(--line);border-radius:14px;padding:18px 16px;text-align:left}
   .kpi .num{font-size:30px;font-weight:700;color:var(--rose);font-variant-numeric:tabular-nums;line-height:1.1}
   .kpi .lbl{font-size:12.5px;color:var(--ink-50);margin-top:6px;letter-spacing:.3px}
   .kpi.alt .num{color:var(--ink)}
 
-  /* sections */
   section{margin-bottom:32px}
   .sec-head{display:flex;align-items:baseline;gap:10px;margin-bottom:14px}
   .sec-head h2{font-size:19px;font-weight:700}
   .sec-head .count{font-size:13px;color:var(--ink-50)}
   .card{background:var(--white);border:1px solid var(--line);border-radius:14px;overflow:hidden}
 
-  /* tables */
   table{width:100%;border-collapse:collapse;font-size:13.5px}
   thead th{font-size:11.5px;text-transform:uppercase;letter-spacing:.8px;color:var(--ink-50);font-weight:600;text-align:left;padding:12px 16px;background:#faf3f4;border-bottom:1px solid var(--line)}
   tbody td{padding:11px 16px;border-bottom:1px solid var(--line);vertical-align:top}
@@ -71,26 +66,23 @@
   .repo-list{color:var(--ink-70);font-size:12.5px}
   .repo-list .r{display:inline-block;background:var(--rose-50);color:var(--rose-dark);border-radius:6px;padding:1px 7px;margin:2px 3px 2px 0;font-size:11.5px}
 
-  /* group blocks */
   .group{margin-bottom:18px}
   .group>.g-title{font-size:14px;font-weight:700;margin-bottom:8px;display:flex;align-items:center;gap:8px}
   .g-title .dot{width:8px;height:8px;border-radius:50%;display:inline-block}
 
-  /* chips (未登录) */
   .chips{display:flex;flex-wrap:wrap;gap:8px}
   .chip{background:var(--white);border:1px solid var(--line);border-radius:999px;padding:6px 14px;font-size:13px;color:var(--ink-70)}
   .chip b{color:var(--ink)}
+  .chip .tag{font-size:10.5px;color:var(--rose-dark);background:var(--rose-100);border-radius:4px;padding:1px 5px;margin-left:5px}
 
-  /* findings */
   .finding{display:flex;gap:14px;padding:14px 16px;border-bottom:1px solid var(--line)}
   .finding:last-child{border-bottom:none}
   .finding .idx{flex:none;width:26px;height:26px;border-radius:8px;background:var(--rose-100);color:var(--rose-dark);font-weight:700;font-size:13px;display:flex;align-items:center;justify-content:center}
   .finding .f-body{font-size:13.5px;color:var(--ink-70)}
-  .finding .f-body b{color:var(--ink)}
 
   footer{margin-top:36px;text-align:center;font-size:12px;color:var(--ink-50)}
-
   .table-scroll{overflow-x:auto}
+  .empty{text-align:center;padding:28px;color:var(--ink-50);font-size:13.5px}
 
   @media (max-width:760px){
     .wrap{padding:20px 14px 56px}
@@ -109,125 +101,166 @@
     <div class="eyebrow">AgentStage · Ops Report</div>
     <h1>使用情况统计</h1>
     <p>账号开通、登录、报告上线一屏总览，方便跟进未激活的同学。</p>
-    <span class="meta">统计时间：2026-09-09</span>
+    <span class="meta" id="gen-meta">统计时间：加载中…</span>
   </header>
 
   <div class="kpis">
-    <div class="kpi"><div class="num">23</div><div class="lbl">账号总数</div></div>
-    <div class="kpi"><div class="num">12</div><div class="lbl">已登录</div></div>
-    <div class="kpi alt"><div class="num">11</div><div class="lbl">从未登录</div></div>
-    <div class="kpi"><div class="num">17</div><div class="lbl">已上线报告</div></div>
-    <div class="kpi alt"><div class="num">9</div><div class="lbl">建仓人数</div></div>
+    <div class="kpi"><div class="num" id="k-total">—</div><div class="lbl">账号总数</div></div>
+    <div class="kpi"><div class="num" id="k-in">—</div><div class="lbl">已登录</div></div>
+    <div class="kpi alt"><div class="num" id="k-never">—</div><div class="lbl">从未登录</div></div>
+    <div class="kpi"><div class="num" id="k-reports">—</div><div class="lbl">已上线报告</div></div>
+    <div class="kpi alt"><div class="num" id="k-owners">—</div><div class="lbl">建仓人数</div></div>
   </div>
 
   <section>
-    <div class="sec-head"><h2>人员使用情况</h2><span class="count">共 23 人</span></div>
+    <div class="sec-head"><h2>人员使用情况</h2><span class="count" id="c-users"></span></div>
 
     <div class="group">
-      <div class="g-title"><span class="dot" style="background:#2e7d4f"></span>已跑通 · 登录 + 2FA + token + 已上线报告（7 人）</div>
+      <div class="g-title"><span class="dot" style="background:#2e7d4f"></span><span id="g-active">已跑通 · 已登录且有报告</span></div>
       <div class="card table-scroll">
         <table>
           <thead><tr><th>账号</th><th>最后登录</th><th>报告</th><th>已上线</th></tr></thead>
-          <tbody>
-            <tr><td class="acct">zouyun</td><td class="num-mono">08-28</td><td class="num-mono">4</td><td><span class="repo-list"><span class="r">amazon-za-delivery</span><span class="r">manta-tracking</span><span class="r">manta-tracking-new</span><span class="r">zouyun-amazon-za-daily-report</span></span></td></tr>
-            <tr><td class="acct">wangwj1</td><td class="num-mono">08-26</td><td class="num-mono">3</td><td><span class="repo-list"><span class="r">king-daily-report</span><span class="r">ru-ozon-dailyreport</span><span class="r">top10-ffr</span></span></td></tr>
-            <tr><td class="acct">fangjie</td><td class="num-mono">08-24</td><td class="num-mono">2</td><td><span class="repo-list"><span class="r">mediabuy-wh</span><span class="r">manta-audience-manual</span></span></td></tr>
-            <tr><td class="acct">liuji</td><td class="num-mono">08-26</td><td class="num-mono">2</td><td><span class="repo-list"><span class="r">agency-report</span><span class="r">cn-am-report</span></span></td></tr>
-            <tr><td class="acct">caoxiaoqi</td><td class="num-mono">08-31</td><td class="num-mono">1</td><td><span class="repo-list"><span class="r">eg-nagwa-daily-report</span></span></td></tr>
-            <tr><td class="acct">wangyuan</td><td class="num-mono">08-24</td><td class="num-mono">1</td><td><span class="repo-list"><span class="r">moboos-ad-report</span></span></td></tr>
-            <tr><td class="acct">yinly_sh</td><td class="num-mono">08-25</td><td class="num-mono">1</td><td><span class="repo-list"><span class="r">traffic-weekly-report</span></span></td></tr>
-          </tbody>
+          <tbody id="tb-active"></tbody>
         </table>
       </div>
     </div>
 
     <div class="group">
-      <div class="g-title"><span class="dot" style="background:#b07a1e"></span>已登录 · 已配 token，但还没建报告（3 人）</div>
+      <div class="g-title"><span class="dot" style="background:#b07a1e"></span><span id="g-partial">已登录 · 还没建报告</span></div>
       <div class="card table-scroll">
         <table>
-          <thead><tr><th>账号</th><th>最后登录</th><th>2FA</th><th>备注</th></tr></thead>
-          <tbody>
-            <tr><td class="acct">liyx</td><td class="num-mono">08-24</td><td><span class="pill ok">已绑</span></td><td class="repo-list">已生成钥匙，待上线首个报告</td></tr>
-            <tr><td class="acct">jiameng</td><td class="num-mono">08-24</td><td><span class="pill ok">已绑</span></td><td class="repo-list">已生成钥匙，待上线首个报告</td></tr>
-            <tr><td class="acct">hanxiaoqing</td><td class="num-mono">08-25</td><td><span class="pill warn">未绑 2FA</span></td><td class="repo-list">有 token 但未绑 2FA，需补绑</td></tr>
-          </tbody>
+          <thead><tr><th>账号</th><th>最后登录</th><th>钥匙</th><th>备注</th></tr></thead>
+          <tbody id="tb-partial"></tbody>
         </table>
       </div>
     </div>
 
     <div class="group">
-      <div class="g-title"><span class="dot" style="background:#C4506A"></span>管理员 / pilot（2 人）</div>
+      <div class="g-title"><span class="dot" style="background:#C4506A"></span><span id="g-staff">管理员 / pilot</span></div>
       <div class="card table-scroll">
         <table>
           <thead><tr><th>账号</th><th>角色</th><th>报告</th></tr></thead>
-          <tbody>
-            <tr><td class="acct">summer</td><td><span class="pill rose">管理员</span></td><td><span class="repo-list"><span class="r">brand</span></span></td></tr>
-            <tr><td class="acct">wangwj</td><td><span class="pill rose">pilot</span></td><td><span class="repo-list"><span class="r">demo</span><span class="r">instruction</span></span></td></tr>
-          </tbody>
+          <tbody id="tb-staff"></tbody>
         </table>
       </div>
     </div>
 
     <div class="group">
-      <div class="g-title"><span class="dot" style="background:#9a8f8f"></span>从未登录（11 人）</div>
+      <div class="g-title"><span class="dot" style="background:#9a8f8f"></span><span id="g-inactive">从未登录</span></div>
       <div class="card" style="padding:16px">
-        <div class="chips">
-          <span class="chip"><b>zhangyujia</b></span>
-          <span class="chip"><b>lilin</b></span>
-          <span class="chip"><b>yangyanming</b></span>
-          <span class="chip"><b>cop.fengtong</b></span>
-          <span class="chip"><b>cop.wangyuting</b></span>
-          <span class="chip"><b>gengxx</b></span>
-          <span class="chip"><b>chenqiaoli</b></span>
-          <span class="chip">jiasiyuan <span class="sub">新</span></span>
-          <span class="chip">liuxiaoxiao <span class="sub">新</span></span>
-          <span class="chip">huanglu <span class="sub">新</span></span>
-          <span class="chip">hanguangming <span class="sub">新</span></span>
-        </div>
-        <p style="font-size:12px;color:var(--ink-50);margin-top:12px">其中 zhangyujia～chenqiaoli 为 8/22 批次（开通近三周未登录）；jiasiyuan～hanguangming 为 9/9 今日新增。</p>
+        <div class="chips" id="chips-inactive"></div>
       </div>
     </div>
   </section>
 
   <section>
-    <div class="sec-head"><h2>报告清单</h2><span class="count">共 17 份</span></div>
+    <div class="sec-head"><h2>报告清单</h2><span class="count" id="c-reports"></span></div>
     <div class="card table-scroll">
       <table>
         <thead><tr><th>报告</th><th>归属</th><th>自动刷新</th><th>最近刷新</th></tr></thead>
-        <tbody>
-          <tr><td class="acct">demo</td><td>wangwj</td><td><span class="pill ok">有</span></td><td class="num-mono">09-09 16:04</td></tr>
-          <tr><td class="acct">manta-tracking</td><td>zouyun</td><td><span class="pill ok">有</span></td><td class="num-mono">09-09 16:04</td></tr>
-          <tr><td class="acct">eg-nagwa-daily-report</td><td>caoxiaoqi</td><td><span class="pill ok">有</span></td><td class="num-mono">09-09 13:02</td></tr>
-          <tr><td class="acct">manta-tracking-new</td><td>zouyun</td><td><span class="pill ok">有</span></td><td class="num-mono">09-09 10:05</td></tr>
-          <tr><td class="acct">mediabuy-wh</td><td>fangjie</td><td><span class="pill ok">有</span></td><td class="num-mono">09-09 09:03</td></tr>
-          <tr><td class="acct">moboos-ad-report</td><td>wangyuan</td><td><span class="pill ok">有</span></td><td class="num-mono">09-09 03:05</td></tr>
-          <tr><td class="acct">agency-report</td><td>liuji</td><td><span class="pill ok">有</span></td><td class="num-mono">09-09 02:05</td></tr>
-          <tr><td class="acct">amazon-za-delivery</td><td>zouyun</td><td><span class="pill ok">有</span></td><td class="num-mono">09-08 23:02</td></tr>
-          <tr><td class="acct">cn-am-report</td><td>liuji</td><td><span class="pill ok">有</span></td><td class="num-mono">09-08 23:02</td></tr>
-          <tr><td class="acct">ru-ozon-dailyreport</td><td>wangwj1</td><td><span class="pill warn">已停更</span></td><td class="num-mono">08-26</td></tr>
-          <tr><td class="acct">brand</td><td>summer</td><td><span class="pill mut">静态</span></td><td class="num-mono">—</td></tr>
-          <tr><td class="acct">instruction</td><td>wangwj</td><td><span class="pill mut">静态</span></td><td class="num-mono">—</td></tr>
-          <tr><td class="acct">king-daily-report</td><td>wangwj1</td><td><span class="pill mut">静态</span></td><td class="num-mono">—</td></tr>
-          <tr><td class="acct">manta-audience-manual</td><td>fangjie</td><td><span class="pill mut">静态</span></td><td class="num-mono">—</td></tr>
-          <tr><td class="acct">top10-ffr</td><td>wangwj1</td><td><span class="pill mut">静态</span></td><td class="num-mono">—</td></tr>
-          <tr><td class="acct">traffic-weekly-report</td><td>yinly_sh</td><td><span class="pill mut">静态</span></td><td class="num-mono">—</td></tr>
-          <tr><td class="acct">zouyun-amazon-za-daily-report</td><td>zouyun</td><td><span class="pill mut">静态</span></td><td class="num-mono">—</td></tr>
-        </tbody>
+        <tbody id="tb-reports"></tbody>
       </table>
     </div>
   </section>
 
   <section>
     <div class="sec-head"><h2>关键发现</h2></div>
-    <div class="card">
-      <div class="finding"><div class="idx">1</div><div class="f-body"><b>8/22 批次还有 7 人从未登录</b>：zhangyujia、lilin、yangyanming、cop.fengtong、cop.wangyuting、gengxx、chenqiaoli。开通近三周还没进来，建议跟进。</div></div>
-      <div class="finding"><div class="idx">2</div><div class="f-body"><b>hanxiaoqing 状态异常</b>：已登录、也生成了 token，但没绑 2FA（服务器是强制 2FA，正常登录一定会绑）。可能只用 API 生成的 token、没走完网页登录，建议提醒补绑。</div></div>
-      <div class="finding"><div class="idx">3</div><div class="f-body"><b>ru-ozon-dailyreport 已停更</b>：现已改成纯静态（无 update.sh），状态文件停在 08-26。若属有意改静态则正常，否则需 wangwj1 补回 update.sh。</div></div>
-      <div class="finding"><div class="idx">4</div><div class="f-body"><b>最活跃是 zouyun（4 份）、wangwj1（3 份）</b>，两人贡献了 17 份报告里的 7 份。</div></div>
-    </div>
+    <div class="card" id="findings"></div>
   </section>
 
-  <footer>AgentStage · 使用情况统计 · 自动生成于 2026-09-09</footer>
+  <footer id="foot">AgentStage · 使用情况统计</footer>
 </div>
+
+<script>
+function esc(s){
+  return String(s==null?'':s).replace(/[&<>"']/g, function(c){
+    return {'&':'&amp;','<':'&lt;','>':'&gt;','"':'&quot;',"'":'&#39;'}[c];
+  });
+}
+function repoChips(repos){
+  if(!repos || !repos.length) return '<span class="num-mono">—</span>';
+  return '<span class="repo-list">'+repos.map(function(r){return '<span class="r">'+esc(r)+'</span>';}).join('')+'</span>';
+}
+function statusPill(s){
+  if(s==='auto') return '<span class="pill ok">有</span>';
+  if(s==='stale') return '<span class="pill warn">已停更</span>';
+  return '<span class="pill mut">静态</span>';
+}
+
+fetch('data.json')
+  .then(function(r){ if(!r.ok) throw new Error('HTTP '+r.status); return r.json(); })
+  .then(function(d){
+    document.getElementById('gen-meta').textContent = '统计时间：' + d.generated_at;
+    document.getElementById('k-total').textContent = d.summary.total;
+    document.getElementById('k-in').textContent = d.summary.logged_in;
+    document.getElementById('k-never').textContent = d.summary.never;
+    document.getElementById('k-reports').textContent = d.summary.reports;
+    document.getElementById('k-owners').textContent = d.summary.owners;
+    document.getElementById('c-users').textContent = '共 ' + d.summary.total + ' 人';
+    document.getElementById('c-reports').textContent = '共 ' + d.summary.reports + ' 份';
+
+    var el;
+
+    // active
+    document.getElementById('g-active').textContent =
+      '已跑通 · 登录 + 2FA + token + 已上线报告（' + d.active.length + ' 人）';
+    el = document.getElementById('tb-active');
+    el.innerHTML = d.active.length ? d.active.map(function(u){
+      return '<tr><td class="acct">'+esc(u.login)+'</td>'+
+        '<td class="num-mono">'+esc(u.last_login||'—')+'</td>'+
+        '<td class="num-mono">'+u.count+'</td>'+
+        '<td>'+repoChips(u.repos)+'</td></tr>';
+    }).join('') : '<tr><td colspan="4" class="empty">暂无</td></tr>';
+
+    // partial
+    document.getElementById('g-partial').textContent =
+      '已登录 · 还没建报告（' + d.partial.length + ' 人）';
+    el = document.getElementById('tb-partial');
+    el.innerHTML = d.partial.length ? d.partial.map(function(u){
+      var k = u.tk > 0 ? '<span class="pill ok">已生成</span>' : '<span class="pill warn">未生成</span>';
+      var note = u.tk > 0 ? '已生成钥匙，待上线首个报告' : '还没生成钥匙（token），需到设置里生成';
+      return '<tr><td class="acct">'+esc(u.login)+'</td>'+
+        '<td class="num-mono">'+esc(u.last_login||'—')+'</td>'+
+        '<td>'+k+'</td><td class="repo-list">'+note+'</td></tr>';
+    }).join('') : '<tr><td colspan="4" class="empty">暂无</td></tr>';
+
+    // staff
+    document.getElementById('g-staff').textContent = '管理员 / pilot（' + d.staff.length + ' 人）';
+    el = document.getElementById('tb-staff');
+    el.innerHTML = d.staff.map(function(u){
+      return '<tr><td class="acct">'+esc(u.login)+'</td>'+
+        '<td><span class="pill rose">'+esc(u.role)+'</span></td>'+
+        '<td>'+repoChips(u.repos)+'</td></tr>';
+    }).join('');
+
+    // inactive
+    document.getElementById('g-inactive').textContent = '从未登录（' + d.inactive.length + ' 人）';
+    el = document.getElementById('chips-inactive');
+    el.innerHTML = d.inactive.length ? d.inactive.map(function(u){
+      var tag = u.is_new ? '<span class="tag">新</span>' : '';
+      return '<span class="chip"><b>'+esc(u.login)+'</b>'+tag+'</span>';
+    }).join('') : '<span class="empty">暂无</span>';
+
+    // reports
+    el = document.getElementById('tb-reports');
+    el.innerHTML = d.reports.length ? d.reports.map(function(r){
+      return '<tr><td class="acct">'+esc(r.name)+'</td>'+
+        '<td>'+esc(r.owner)+'</td>'+
+        '<td>'+statusPill(r.status)+'</td>'+
+        '<td class="num-mono">'+esc(r.last_refresh||'—')+'</td></tr>';
+    }).join('') : '<tr><td colspan="4" class="empty">暂无</td></tr>';
+
+    // findings
+    el = document.getElementById('findings');
+    el.innerHTML = d.findings.length ? d.findings.map(function(f,i){
+      return '<div class="finding"><div class="idx">'+(i+1)+'</div><div class="f-body">'+esc(f)+'</div></div>';
+    }).join('') : '<div class="empty">暂无</div>';
+
+    document.getElementById('foot').textContent = 'AgentStage · 使用情况统计 · 数据生成于 ' + d.generated_at;
+  })
+  .catch(function(e){
+    document.getElementById('gen-meta').textContent = '数据加载失败：' + e.message;
+  });
+</script>
 </body>
 </html>