diff --git a/public/index.html b/public/index.html
index cf3dcd1..ca5df6f 100644
--- a/public/index.html
+++ b/public/index.html
@@ -21,8 +21,128 @@
   }
   * { box-sizing: border-box; }
   html, body { margin: 0; background: var(--bg); color: var(--fg); font-family: var(--sans); -webkit-font-smoothing: antialiased; }
-  body { line-height: 1.65; font-size: 15px; }
-  .wrap { max-width: 980px; margin: 0 auto; padding: 48px 28px 96px; }
+  body { line-height: 1.65; font-size: 15px; scroll-behavior: smooth; }
+
+  /* ── two-column layout ───────────────────────────────────────── */
+  .layout {
+    max-width: 1280px;
+    margin: 0 auto;
+    padding: 0 28px;
+    display: grid;
+    grid-template-columns: 260px minmax(0, 1fr);
+    gap: 56px;
+    align-items: start;
+  }
+  .main { min-width: 0; padding: 48px 0 96px; max-width: 820px; }
+
+  /* ── sticky sidebar + scrollspy TOC ──────────────────────────── */
+  .sidebar {
+    position: sticky;
+    top: 0;
+    height: 100vh;
+    padding: 36px 0 28px;
+    overflow-y: auto;
+    border-right: 1px solid var(--border);
+    margin-right: -28px;
+    padding-right: 28px;
+  }
+  .sidebar::-webkit-scrollbar { width: 6px; }
+  .sidebar::-webkit-scrollbar-track { background: transparent; }
+  .sidebar::-webkit-scrollbar-thumb { background: var(--border); border-radius: 3px; }
+  .sidebar::-webkit-scrollbar-thumb:hover { background: #2f3548; }
+
+  .brand {
+    font-size: 12px;
+    letter-spacing: 0.14em;
+    text-transform: uppercase;
+    color: var(--muted);
+    padding-bottom: 10px;
+    margin-bottom: 14px;
+    border-bottom: 1px solid var(--border);
+  }
+  .brand b { color: var(--accent); font-weight: 600; }
+
+  .toc-label {
+    font-size: 11px;
+    letter-spacing: 0.14em;
+    text-transform: uppercase;
+    color: var(--muted);
+    margin: 18px 0 10px;
+  }
+  nav.toc { display: flex; flex-direction: column; gap: 2px; }
+  nav.toc a {
+    display: block;
+    padding: 8px 12px 8px 16px;
+    font-size: 13px;
+    color: var(--muted);
+    border-left: 2px solid transparent;
+    border-radius: 0 6px 6px 0;
+    border-bottom: none;
+    transition: color 0.15s ease, border-color 0.15s ease, background 0.15s ease, padding-left 0.15s ease;
+    line-height: 1.4;
+  }
+  nav.toc a:hover {
+    color: var(--fg);
+    background: var(--bg-2);
+    border-left-color: var(--border);
+  }
+  nav.toc a.active {
+    color: var(--accent);
+    background: linear-gradient(90deg, rgba(122,162,247,0.12), transparent);
+    border-left-color: var(--accent);
+    padding-left: 20px;
+    font-weight: 600;
+  }
+  .toc-num { display: inline-block; width: 22px; color: var(--muted); font-family: var(--mono); font-size: 11px; }
+  nav.toc a.active .toc-num { color: var(--accent); }
+
+  .sidebar-foot {
+    margin-top: 24px;
+    padding-top: 16px;
+    border-top: 1px solid var(--border);
+    font-size: 11px;
+    color: var(--muted);
+    line-height: 1.6;
+  }
+  .sidebar-foot a { color: var(--accent); border: none; }
+  .sidebar-foot .row { display: flex; justify-content: space-between; padding: 3px 0; }
+  .sidebar-foot .k { color: var(--muted); }
+
+  /* anchor offset so headings don't get hidden under sticky bars */
+  h2[id] { scroll-margin-top: 24px; }
+
+  /* mobile: sidebar collapses to top bar */
+  @media (max-width: 920px) {
+    .layout { grid-template-columns: 1fr; gap: 0; padding: 0 20px; }
+    .main { padding-top: 24px; max-width: 100%; }
+    .sidebar {
+      position: static;
+      height: auto;
+      border-right: none;
+      border-bottom: 1px solid var(--border);
+      margin-right: 0;
+      padding: 18px 0;
+    }
+    nav.toc {
+      flex-direction: row;
+      flex-wrap: wrap;
+      gap: 4px;
+    }
+    nav.toc a {
+      border-left: none;
+      border-bottom: 2px solid transparent;
+      border-radius: 4px;
+      padding: 6px 10px;
+      font-size: 12px;
+    }
+    nav.toc a.active {
+      padding-left: 10px;
+      border-left: none;
+      border-bottom-color: var(--accent);
+      background: var(--bg-2);
+    }
+    .sidebar-foot { display: none; }
+  }
 
   header { border-bottom: 1px solid var(--border); padding-bottom: 20px; margin-bottom: 40px; }
   header .eyebrow { color: var(--muted); font-size: 12px; letter-spacing: 0.12em; text-transform: uppercase; }
@@ -86,7 +206,31 @@
 </style>
 </head>
 <body>
-<div class="wrap">
+<div class="layout">
+
+<aside class="sidebar">
+  <div class="brand">graphify <b>analysis</b></div>
+  <div class="toc-label">章节</div>
+  <nav class="toc" id="toc">
+    <a href="#overview"><span class="toc-num">01</span>架构速览</a>
+    <a href="#pipeline"><span class="toc-num">02</span>执行流程</a>
+    <a href="#modules"><span class="toc-num">03</span>逐模块解剖</a>
+    <a href="#graphrag"><span class="toc-num">04</span>GraphRAG 验证</a>
+    <a href="#bench"><span class="toc-num">05</span>71.5× 真相</a>
+    <a href="#highlights"><span class="toc-num">06</span>设计亮点</a>
+    <a href="#weaknesses"><span class="toc-num">07</span>技术短板</a>
+    <a href="#vs"><span class="toc-num">08</span>vs GitNexus</a>
+    <a href="#recommendation"><span class="toc-num">09</span>最终建议</a>
+  </nav>
+  <div class="sidebar-foot">
+    <div class="row"><span class="k">日期</span><span>2026-04-13</span></div>
+    <div class="row"><span class="k">Graphify</span><span>v0.4.8</span></div>
+    <div class="row"><span class="k">行数对比</span><span>8.2k vs 31k</span></div>
+    <div class="row"><span class="k">结论</span><span>不替换</span></div>
+  </div>
+</aside>
+
+<main class="main">
 
 <header>
   <div class="eyebrow">源码评估报告</div>
@@ -108,21 +252,6 @@
   </div>
 </div>
 
-<div class="toc">
-  <div class="label">目录</div>
-  <ol>
-    <li><a href="#overview">一、Graphify 架构速览</a></li>
-    <li><a href="#pipeline">二、执行流程 &amp; 关键发现</a></li>
-    <li><a href="#modules">三、核心模块逐个解剖(带行号)</a></li>
-    <li><a href="#graphrag">四、"GraphRAG" 噱头验证</a></li>
-    <li><a href="#bench">五、"71.5× token 节省" 真相</a></li>
-    <li><a href="#highlights">六、设计亮点(可抄)</a></li>
-    <li><a href="#weaknesses">七、技术短板</a></li>
-    <li><a href="#vs">八、GitNexus vs Graphify 对比</a></li>
-    <li><a href="#recommendation">九、最终建议</a></li>
-  </ol>
-</div>
-
 <h2 id="overview">一、Graphify 架构速览</h2>
 
 <p>一句话:<b>tree-sitter AST 提取器 + networkx 图 + Leiden 社区检测 + 10 种导出格式 + 9 种 Agent 平台集成脚本</b>。
@@ -539,6 +668,62 @@ resolvers/             workers/</pre>
   </p>
 </footer>
 
+</main>
 </div>
+
+<script>
+(function () {
+  const links = Array.from(document.querySelectorAll('nav.toc a[href^="#"]'));
+  const map = new Map();
+  links.forEach(a => {
+    const id = a.getAttribute('href').slice(1);
+    const target = document.getElementById(id);
+    if (target) map.set(target, a);
+  });
+
+  let activeLink = null;
+  const setActive = (link) => {
+    if (activeLink === link) return;
+    if (activeLink) activeLink.classList.remove('active');
+    if (link) {
+      link.classList.add('active');
+      // keep active item in view inside the sidebar scroll area
+      link.scrollIntoView({ block: 'nearest' });
+    }
+    activeLink = link;
+  };
+
+  // Scroll spy: pick the section whose top is closest above viewport's 30% line.
+  // IntersectionObserver alone is jumpy with long sections, so we listen to scroll
+  // and recompute manually.
+  const sections = Array.from(map.keys());
+  const onScroll = () => {
+    const probe = window.innerHeight * 0.3;
+    let current = sections[0];
+    for (const s of sections) {
+      const top = s.getBoundingClientRect().top;
+      if (top - probe <= 0) current = s;
+      else break;
+    }
+    setActive(map.get(current));
+  };
+
+  // Smooth scroll override (avoids :target jump that ignores scroll-margin on some browsers)
+  links.forEach(a => {
+    a.addEventListener('click', (e) => {
+      const id = a.getAttribute('href').slice(1);
+      const target = document.getElementById(id);
+      if (!target) return;
+      e.preventDefault();
+      window.scrollTo({ top: target.getBoundingClientRect().top + window.scrollY - 18, behavior: 'smooth' });
+      history.replaceState(null, '', '#' + id);
+    });
+  });
+
+  window.addEventListener('scroll', onScroll, { passive: true });
+  window.addEventListener('resize', onScroll);
+  onScroll();
+})();
+</script>
 </body>
 </html>