diff --git a/static/css/style.css b/static/css/style.css
index 7065980..8a6fc2a 100644
--- a/static/css/style.css
+++ b/static/css/style.css
@@ -1,24 +1,143 @@
-/* ===== 全局变量 ===== */
+/* ===== 主题变量 ===== */
 :root {
+    /* 明亮模式 - 暖纸色文学风 */
     --bg-primary: #f8f5f0;
     --bg-card: #ffffff;
-    --bg-hero: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    --bg-secondary: #f0ebe3;
+    --bg-hero: linear-gradient(135deg, #8B6914 0%, #c17b4a 50%, #a05c2c 100%);
+    --bg-hero-overlay: rgba(255, 255, 255, 0.04);
+
     --text-primary: #2c2416;
     --text-secondary: #6b5d4f;
     --text-light: #9b8e80;
+
     --accent: #c17b4a;
     --accent-light: #e8a87c;
+    --accent-dark: #a05c2c;
+    --accent-bg: rgba(193, 123, 74, 0.08);
+    --accent-bg-hover: rgba(193, 123, 74, 0.12);
+
+    --border: #e8e0d4;
+    --border-light: #f0ebe3;
+
+    --shadow: 0 2px 12px rgba(44, 36, 22, 0.08);
+    --shadow-hover: 0 8px 24px rgba(44, 36, 22, 0.15);
+    --shadow-modal: 0 20px 60px rgba(0, 0, 0, 0.3);
+
+    --radius: 12px;
+    --radius-sm: 8px;
+    --radius-xs: 4px;
+
     --alert-bg: #fff3cd;
     --alert-border: #ffc107;
     --alert-text: #856404;
-    --accent-dark: #a05c2c;
-    --border: #e8e0d4;
-    --shadow: 0 2px 12px rgba(44, 36, 22, 0.08);
-    --shadow-hover: 0 8px 24px rgba(44, 36, 22, 0.15);
-    --radius: 12px;
-    --radius-sm: 8px;
+
+    /* ECharts 专用 */
+    --chart-axis: #6b5d4f;
+    --chart-axis-line: #e8e0d4;
+    --chart-split-line: #f0ebe3;
+    --chart-label: #6b5d4f;
+    --chart-border-color: #fff;
+    --chart-tooltip-bg: rgba(255, 255, 255, 0.95);
+    --chart-tooltip-border: #e8e0d4;
+    --chart-tooltip-text: #2c2416;
+    --chart-review-bg: #fff8e1;
+    --chart-review-border: #ffc107;
+    --chart-highlight-bg: #f8f5f0;
+
+    /* 导航栏 */
+    --nav-bg: rgba(255, 255, 255, 0.92);
+    --nav-shadow: 0 1px 4px rgba(0, 0, 0, 0.04);
+
+    /* 模态遮罩 */
+    --modal-overlay: rgba(0, 0, 0, 0.5);
+
+    /* 主题切换按钮 */
+    --toggle-bg: #f0ebe3;
+    --toggle-icon-sun: #f59e0b;
+    --toggle-icon-moon: #6b5d4f;
+
+    /* 评分标签 */
+    --rating-color: #e65100;
+    --rating-bg: #fff3e0;
+    --rating-star: #ff9800;
+
+    /* 徽章 */
+    --badge-finished-bg: #4caf50;
+    --badge-top-bg: rgba(255, 215, 0, 0.9);
+    --badge-top-text: #5d4037;
+    --rank-bg: rgba(0, 0, 0, 0.7);
+    --rank-text: #ffd700;
 }
 
+[data-theme="dark"] {
+    /* 黑暗模式 - 暖色深调，保持文学质感 */
+    --bg-primary: #1a1612;
+    --bg-card: #252019;
+    --bg-secondary: #2d2820;
+    --bg-hero: linear-gradient(135deg, #3d2e1a 0%, #5c3f1e 50%, #4a3015 100%);
+    --bg-hero-overlay: rgba(255, 255, 255, 0.03);
+
+    --text-primary: #e8e0d4;
+    --text-secondary: #b0a698;
+    --text-light: #8a7f70;
+
+    --accent: #d4925a;
+    --accent-light: #e8a87c;
+    --accent-dark: #b87436;
+    --accent-bg: rgba(212, 146, 90, 0.12);
+    --accent-bg-hover: rgba(212, 146, 90, 0.18);
+
+    --border: #3a342c;
+    --border-light: #2d2820;
+
+    --shadow: 0 2px 12px rgba(0, 0, 0, 0.3);
+    --shadow-hover: 0 8px 24px rgba(0, 0, 0, 0.4);
+    --shadow-modal: 0 20px 60px rgba(0, 0, 0, 0.6);
+
+    --alert-bg: #3d2f15;
+    --alert-border: #8a6d1e;
+    --alert-text: #f0d77a;
+
+    /* ECharts 专用 */
+    --chart-axis: #b0a698;
+    --chart-axis-line: #3a342c;
+    --chart-split-line: #2d2820;
+    --chart-label: #b0a698;
+    --chart-border-color: #252019;
+    --chart-tooltip-bg: rgba(37, 32, 25, 0.95);
+    --chart-tooltip-border: #3a342c;
+    --chart-tooltip-text: #e8e0d4;
+    --chart-review-bg: #2d2515;
+    --chart-review-border: #66521e;
+    --chart-highlight-bg: #2d2820;
+
+    /* 导航栏 */
+    --nav-bg: rgba(26, 22, 18, 0.92);
+    --nav-shadow: 0 1px 4px rgba(0, 0, 0, 0.2);
+
+    /* 模态遮罩 */
+    --modal-overlay: rgba(0, 0, 0, 0.7);
+
+    /* 主题切换按钮 */
+    --toggle-bg: #2d2820;
+    --toggle-icon-sun: #f59e0b;
+    --toggle-icon-moon: #d4925a;
+
+    /* 评分标签 */
+    --rating-color: #ff9800;
+    --rating-bg: #3d2e15;
+    --rating-star: #ffa726;
+
+    /* 徽章 */
+    --badge-finished-bg: #2e7d32;
+    --badge-top-bg: rgba(255, 215, 0, 0.85);
+    --badge-top-text: #3d2e15;
+    --rank-bg: rgba(0, 0, 0, 0.8);
+    --rank-text: #ffd700;
+}
+
+/* ===== 全局过渡 ===== */
 * {
     margin: 0;
     padding: 0;
@@ -31,6 +150,18 @@ body {
     background: var(--bg-primary);
     color: var(--text-primary);
     line-height: 1.6;
+    transition: background-color 0.3s ease, color 0.3s ease;
+}
+
+/* 所有主题相关元素平滑过渡 */
+.navbar, .nav-link, .stat-card, .chart-card, .top-book-card, .book-card,
+.book-cover-wrapper, .notebook-card, .note-stat, .discover-card, .discover-tab,
+.modal-content, .modal-overlay, .footer, .db-alert-banner, .page-btn,
+.btn-primary, .btn-secondary, .search-input, .shelf-search, .highlight-item,
+.review-item, .detail-progress-info, .top-book-cover-wrapper,
+.theme-toggle, .loading-spinner {
+    transition: background-color 0.3s ease, border-color 0.3s ease,
+                color 0.3s ease, box-shadow 0.3s ease, transform 0.2s ease;
 }
 
 .container {
@@ -44,10 +175,11 @@ body {
     position: sticky;
     top: 0;
     z-index: 100;
-    background: rgba(255, 255, 255, 0.95);
+    background: var(--nav-bg);
     backdrop-filter: blur(12px);
+    -webkit-backdrop-filter: blur(12px);
     border-bottom: 1px solid var(--border);
-    box-shadow: 0 1px 4px rgba(0, 0, 0, 0.04);
+    box-shadow: var(--nav-shadow);
 }
 
 .nav-container {
@@ -76,6 +208,7 @@ body {
 .nav-links {
     display: flex;
     gap: 24px;
+    align-items: center;
 }
 
 .nav-link {
@@ -90,12 +223,18 @@ body {
 
 .nav-link:hover {
     color: var(--accent);
-    background: rgba(193, 123, 74, 0.08);
+    background: var(--accent-bg);
 }
 
 .nav-link.active {
     color: var(--accent);
-    background: rgba(193, 123, 74, 0.12);
+    background: var(--accent-bg-hover);
+}
+
+.nav-right {
+    display: flex;
+    align-items: center;
+    gap: 16px;
 }
 
 .nav-update {
@@ -103,12 +242,42 @@ body {
     color: var(--text-light);
 }
 
+/* ===== 主题切换按钮 ===== */
+.theme-toggle {
+    width: 40px;
+    height: 40px;
+    border: 1px solid var(--border);
+    border-radius: 50%;
+    background: var(--toggle-bg);
+    cursor: pointer;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    font-size: 18px;
+    line-height: 1;
+    color: var(--toggle-icon-moon);
+    flex-shrink: 0;
+}
+
+.theme-toggle:hover {
+    border-color: var(--accent);
+    transform: scale(1.08);
+}
+
+.theme-toggle .icon-sun { display: none; }
+.theme-toggle .icon-moon { display: block; }
+
+[data-theme="dark"] .theme-toggle .icon-sun { display: block; }
+[data-theme="dark"] .theme-toggle .icon-moon { display: none; }
+[data-theme="dark"] .theme-toggle { color: var(--toggle-icon-sun); }
+
 /* ===== Hero 区 ===== */
 .hero-section {
     position: relative;
     padding: 80px 0 60px;
     overflow: hidden;
     background: var(--bg-hero);
+    transition: background 0.5s ease;
 }
 
 .hero-bg {
@@ -184,7 +353,7 @@ body {
     border-radius: var(--radius);
     padding: 24px;
     box-shadow: var(--shadow);
-    transition: transform 0.2s, box-shadow 0.2s;
+    transition: transform 0.2s, box-shadow 0.3s, background-color 0.3s, border-color 0.3s;
     text-align: center;
     border: 1px solid var(--border);
 }
@@ -264,12 +433,13 @@ body {
 /* ===== 读书排行 ===== */
 .top-books-section {
     padding: 60px 0;
-    background: rgba(193, 123, 74, 0.04);
+    background: var(--accent-bg);
+    transition: background-color 0.3s ease;
 }
 
 .top-books-grid {
     display: grid;
-    grid-template-columns: repeat(auto-fill, minmax(220px, 1fr));
+    grid-template-columns: repeat(auto-fill, minmax(180px, 1fr));
     gap: 20px;
 }
 
@@ -278,7 +448,7 @@ body {
     border-radius: var(--radius);
     overflow: hidden;
     box-shadow: var(--shadow);
-    transition: transform 0.2s, box-shadow 0.2s;
+    transition: transform 0.2s, box-shadow 0.3s, background-color 0.3s, border-color 0.3s;
     border: 1px solid var(--border);
     cursor: pointer;
 }
@@ -292,8 +462,8 @@ body {
     position: absolute;
     top: 8px;
     left: 8px;
-    background: rgba(0, 0, 0, 0.7);
-    color: #ffd700;
+    background: var(--rank-bg);
+    color: var(--rank-text);
     width: 28px;
     height: 28px;
     border-radius: 50%;
@@ -305,14 +475,26 @@ body {
     z-index: 5;
 }
 
-.top-book-cover {
+.top-book-cover-wrapper {
     position: relative;
     width: 100%;
-    height: 200px;
-    object-fit: cover;
+    aspect-ratio: 3 / 4;
+    border-radius: var(--radius-sm) var(--radius-sm) 0 0;
+    overflow: hidden;
     background: var(--bg-primary);
 }
 
+.top-book-cover {
+    width: 100%;
+    height: 100%;
+    object-fit: cover;
+    transition: transform 0.3s;
+}
+
+.top-book-card:hover .top-book-cover {
+    transform: scale(1.05);
+}
+
 .top-book-info {
     padding: 14px 16px;
 }
@@ -353,7 +535,7 @@ body {
     font-size: 11px;
     padding: 2px 8px;
     border-radius: 10px;
-    background: rgba(193, 123, 74, 0.12);
+    background: var(--accent-bg-hover);
     color: var(--accent-dark);
 }
 
@@ -390,7 +572,7 @@ body {
 .shelf-search:focus {
     outline: none;
     border-color: var(--accent);
-    box-shadow: 0 0 0 3px rgba(193, 123, 74, 0.15);
+    box-shadow: 0 0 0 3px var(--accent-bg);
 }
 
 .filter-checkbox {
@@ -448,11 +630,11 @@ body {
     position: absolute;
     top: 6px;
     right: 6px;
-    background: #4caf50;
+    background: var(--badge-finished-bg);
     color: white;
     font-size: 10px;
     padding: 2px 6px;
-    border-radius: 4px;
+    border-radius: var(--radius-xs);
     font-weight: 600;
 }
 
@@ -460,11 +642,11 @@ body {
     position: absolute;
     top: 6px;
     left: 6px;
-    background: rgba(255, 215, 0, 0.9);
-    color: #5d4037;
+    background: var(--badge-top-bg);
+    color: var(--badge-top-text);
     font-size: 10px;
     padding: 2px 6px;
-    border-radius: 4px;
+    border-radius: var(--radius-xs);
     font-weight: 600;
 }
 
@@ -531,7 +713,8 @@ body {
 /* ===== 笔记区 ===== */
 .notes-section {
     padding: 60px 0;
-    background: rgba(193, 123, 74, 0.04);
+    background: var(--accent-bg);
+    transition: background-color 0.3s ease;
 }
 
 .notes-summary {
@@ -576,7 +759,7 @@ body {
     gap: 14px;
     box-shadow: var(--shadow);
     border: 1px solid var(--border);
-    transition: transform 0.2s, box-shadow 0.2s;
+    transition: transform 0.2s, box-shadow 0.3s, background-color 0.3s, border-color 0.3s;
 }
 
 .notebook-card:hover {
@@ -811,12 +994,12 @@ body {
 .search-input:focus {
     outline: none;
     border-color: var(--accent);
-    box-shadow: 0 0 0 3px rgba(193, 123, 74, 0.15);
+    box-shadow: 0 0 0 3px var(--accent-bg);
 }
 
 .discover-grid {
     display: grid;
-    grid-template-columns: repeat(auto-fill, minmax(200px, 1fr));
+    grid-template-columns: repeat(auto-fill, minmax(180px, 1fr));
     gap: 20px;
 }
 
@@ -826,7 +1009,7 @@ body {
     overflow: hidden;
     box-shadow: var(--shadow);
     border: 1px solid var(--border);
-    transition: transform 0.2s, box-shadow 0.2s;
+    transition: transform 0.2s, box-shadow 0.3s, background-color 0.3s, border-color 0.3s;
     cursor: pointer;
 }
 
@@ -837,7 +1020,7 @@ body {
 
 .discover-cover {
     width: 100%;
-    height: 180px;
+    aspect-ratio: 3 / 4;
     object-fit: cover;
     background: var(--bg-primary);
 }
@@ -871,16 +1054,16 @@ body {
 
 .discover-rating {
     font-size: 13px;
-    color: #e65100;
+    color: var(--rating-color);
     font-weight: 600;
 }
 
 .discover-rating-label {
     font-size: 11px;
     padding: 2px 6px;
-    border-radius: 4px;
-    background: #fff3e0;
-    color: #e65100;
+    border-radius: var(--radius-xs);
+    background: var(--rating-bg);
+    color: var(--rating-color);
 }
 
 .discover-reading-count {
@@ -892,9 +1075,9 @@ body {
     margin-top: 6px;
     font-size: 12px;
     color: var(--accent);
-    background: rgba(193, 123, 74, 0.08);
+    background: var(--accent-bg);
     padding: 4px 8px;
-    border-radius: 4px;
+    border-radius: var(--radius-xs);
 }
 
 .discover-category {
@@ -911,7 +1094,7 @@ body {
     left: 0;
     width: 100%;
     height: 100%;
-    background: rgba(0, 0, 0, 0.5);
+    background: var(--modal-overlay);
     z-index: 1000;
     justify-content: center;
     align-items: flex-start;
@@ -929,8 +1112,9 @@ body {
     max-width: 700px;
     width: 100%;
     position: relative;
-    box-shadow: 0 20px 60px rgba(0, 0, 0, 0.3);
+    box-shadow: var(--shadow-modal);
     margin-bottom: 40px;
+    border: 1px solid var(--border);
 }
 
 .modal-close {
@@ -997,7 +1181,7 @@ body {
     font-size: 12px;
     padding: 2px 10px;
     border-radius: 10px;
-    background: rgba(193, 123, 74, 0.1);
+    background: var(--accent-bg);
     color: var(--accent-dark);
 }
 
@@ -1127,7 +1311,7 @@ body {
 
 .notes-detail-modal .highlight-item {
     padding: 10px 14px;
-    background: var(--bg-primary);
+    background: var(--chart-highlight-bg);
     border-radius: var(--radius-sm);
     margin-bottom: 8px;
     font-size: 14px;
@@ -1144,13 +1328,13 @@ body {
 
 .notes-detail-modal .review-item {
     padding: 10px 14px;
-    background: #fff8e1;
+    background: var(--chart-review-bg);
     border-radius: var(--radius-sm);
     margin-bottom: 8px;
     font-size: 14px;
     color: var(--text-primary);
     line-height: 1.7;
-    border-left: 3px solid #ffc107;
+    border-left: 3px solid var(--chart-review-border);
 }
 
 .notes-detail-modal .review-meta {
@@ -1160,7 +1344,7 @@ body {
 }
 
 .notes-detail-modal .review-star {
-    color: #ff9800;
+    color: var(--rating-star);
 }
 
 .notes-detail-modal .empty-state {
@@ -1195,6 +1379,9 @@ body {
         gap: 12px;
     }
     .top-books-grid {
-        grid-template-columns: repeat(auto-fill, minmax(160px, 1fr));
+        grid-template-columns: repeat(auto-fill, minmax(140px, 1fr));
+    }
+    .nav-update {
+        display: none;
     }
 }
diff --git a/static/js/app.js b/static/js/app.js
index 059fefe..3a360ab 100644
--- a/static/js/app.js
+++ b/static/js/app.js
@@ -2,7 +2,61 @@
 
 const API_BASE = "";
 
+// ===== 主题管理 =====
+
+/**
+ * 获取当前主题。
+ * @returns {"light"|"dark"}
+ */
+function getCurrentTheme() {
+    return document.documentElement.getAttribute("data-theme") === "dark" ? "dark" : "light";
+}
+
+/**
+ * 切换明亮/黑暗主题。
+ * 持久化到 localStorage，并触发图表重绘。
+ */
+function toggleTheme() {
+    const newTheme = getCurrentTheme() === "dark" ? "light" : "dark";
+    document.documentElement.setAttribute("data-theme", newTheme);
+    localStorage.setItem("theme", newTheme);
+    refreshChartsForTheme();
+}
+
+/**
+ * 从 CSS 变量读取当前主题的颜色值，供 ECharts 使用。
+ */
+function getChartColors() {
+    const cs = getComputedStyle(document.documentElement);
+    return {
+        axis: cs.getPropertyValue("--chart-axis").trim(),
+        axisLine: cs.getPropertyValue("--chart-axis-line").trim(),
+        splitLine: cs.getPropertyValue("--chart-split-line").trim(),
+        label: cs.getPropertyValue("--chart-label").trim(),
+        borderColor: cs.getPropertyValue("--chart-border-color").trim(),
+        tooltipBg: cs.getPropertyValue("--chart-tooltip-bg").trim(),
+        tooltipBorder: cs.getPropertyValue("--chart-tooltip-border").trim(),
+        tooltipText: cs.getPropertyValue("--chart-tooltip-text").trim(),
+        accent: cs.getPropertyValue("--accent").trim(),
+        accentLight: cs.getPropertyValue("--accent-light").trim(),
+        accentDark: cs.getPropertyValue("--accent-dark").trim(),
+    };
+}
+
 // ===== 工具函数 =====
+
+/**
+ * 升级微信读书封面图 URL 到高清晰度版本。
+ * 微信读书 CDN 的封面图通过文件名前缀区分分辨率：
+ *   t6_ = 低清缩略图（~150px，Retina 屏模糊）
+ *   t8_ = 高清版（~500px，适合 2x/3x 屏幕）
+ * 如果 URL 不含 t6_ 前缀或已是高清则原样返回。
+ */
+function hdCover(url) {
+    if (!url) return "";
+    return url.replace("/t6_", "/t8_");
+}
+
 async function fetchAPI(path) {
     const resp = await fetch(API_BASE + path);
     if (!resp.ok) throw new Error(`API error: ${resp.status}`);
@@ -15,6 +69,26 @@ function formatHours(seconds) {
 }
 
 // ===== 数据库健康检查 =====
+
+// 存储所有 ECharts 实例，用于主题切换时重绘
+const chartInstances = {};
+
+/**
+ * 主题切换后重绘所有 ECharts 图表。
+ */
+function refreshChartsForTheme() {
+    Object.values(chartInstances).forEach((chart) => {
+        if (chart && !chart.isDisposed()) {
+            chart.dispose();
+        }
+    });
+    // 重新加载所有图表
+    loadYearlyTrend();
+    loadTimeDistribution();
+    loadCategories();
+    loadAuthors();
+}
+
 /**
  * 页面加载时检查 MySQL 数据库连接状态。
  * 如果连接失败，显示告警横幅并阻止后续数据加载。
@@ -170,14 +244,21 @@ async function loadOverview() {
 async function loadYearlyTrend() {
     try {
         const data = await fetchAPI("/api/yearly-trend");
-        const chart = echarts.init(document.getElementById("chart-yearly"));
+        const el = document.getElementById("chart-yearly");
+        if (chartInstances.yearly) chartInstances.yearly.dispose();
+        const chart = echarts.init(el);
+        chartInstances.yearly = chart;
 
+        const c = getChartColors();
         const years = data.map((d) => d.year);
         const hours = data.map((d) => d.hours);
 
         chart.setOption({
             tooltip: {
                 trigger: "axis",
+                backgroundColor: c.tooltipBg,
+                borderColor: c.tooltipBorder,
+                textStyle: { color: c.tooltipText },
                 formatter: (params) => {
                     const p = params[0];
                     return `${p.name}年<br/>阅读: <b>${p.value}</b> 小时`;
@@ -187,14 +268,15 @@ async function loadYearlyTrend() {
             xAxis: {
                 type: "category",
                 data: years,
-                axisLabel: { color: "#6b5d4f" },
-                axisLine: { lineStyle: { color: "#e8e0d4" } },
+                axisLabel: { color: c.axis },
+                axisLine: { lineStyle: { color: c.axisLine } },
             },
             yAxis: {
                 type: "value",
                 name: "小时",
-                axisLabel: { color: "#6b5d4f" },
-                splitLine: { lineStyle: { color: "#f0ebe3" } },
+                nameTextStyle: { color: c.axis },
+                axisLabel: { color: c.axis },
+                splitLine: { lineStyle: { color: c.splitLine } },
             },
             series: [
                 {
@@ -207,15 +289,15 @@ async function loadYearlyTrend() {
                             type: "linear",
                             x: 0, y: 0, x2: 0, y2: 1,
                             colorStops: [
-                                { offset: 0, color: "#e8a87c" },
-                                { offset: 1, color: "#c17b4a" },
+                                { offset: 0, color: c.accentLight },
+                                { offset: 1, color: c.accent },
                             ],
                         },
                     },
                     label: {
                         show: true,
                         position: "top",
-                        color: "#6b5d4f",
+                        color: c.label,
                         fontSize: 12,
                         formatter: "{c}h",
                     },
@@ -232,14 +314,21 @@ async function loadYearlyTrend() {
 async function loadTimeDistribution() {
     try {
         const data = await fetchAPI("/api/time-distribution");
-        const chart = echarts.init(document.getElementById("chart-hours"));
+        const el = document.getElementById("chart-hours");
+        if (chartInstances.hours) chartInstances.hours.dispose();
+        const chart = echarts.init(el);
+        chartInstances.hours = chart;
 
+        const c = getChartColors();
         const hours = data.map((d) => `${d.hour}时`);
         const minutes = data.map((d) => d.duration_min);
 
         chart.setOption({
             tooltip: {
                 trigger: "axis",
+                backgroundColor: c.tooltipBg,
+                borderColor: c.tooltipBorder,
+                textStyle: { color: c.tooltipText },
                 formatter: (params) => {
                     const p = params[0];
                     return `${p.name}<br/>阅读: <b>${p.value}</b> 分钟`;
@@ -250,17 +339,18 @@ async function loadTimeDistribution() {
                 type: "category",
                 data: hours,
                 axisLabel: {
-                    color: "#6b5d4f",
+                    color: c.axis,
                     fontSize: 10,
                     interval: 2,
                 },
-                axisLine: { lineStyle: { color: "#e8e0d4" } },
+                axisLine: { lineStyle: { color: c.axisLine } },
             },
             yAxis: {
                 type: "value",
                 name: "分钟",
-                axisLabel: { color: "#6b5d4f" },
-                splitLine: { lineStyle: { color: "#f0ebe3" } },
+                nameTextStyle: { color: c.axis },
+                axisLabel: { color: c.axis },
+                splitLine: { lineStyle: { color: c.splitLine } },
             },
             series: [
                 {
@@ -269,15 +359,15 @@ async function loadTimeDistribution() {
                     smooth: true,
                     symbol: "circle",
                     symbolSize: 4,
-                    lineStyle: { width: 2, color: "#c17b4a" },
-                    itemStyle: { color: "#c17b4a" },
+                    lineStyle: { width: 2, color: c.accent },
+                    itemStyle: { color: c.accent },
                     areaStyle: {
                         color: {
                             type: "linear",
                             x: 0, y: 0, x2: 0, y2: 1,
                             colorStops: [
-                                { offset: 0, color: "rgba(193,123,74,0.3)" },
-                                { offset: 1, color: "rgba(193,123,74,0.02)" },
+                                { offset: 0, color: c.accent + "4D" },
+                                { offset: 1, color: c.accent + "05" },
                             ],
                         },
                     },
@@ -294,8 +384,12 @@ async function loadTimeDistribution() {
 async function loadCategories() {
     try {
         const data = await fetchAPI("/api/categories");
-        const chart = echarts.init(document.getElementById("chart-categories"));
+        const el = document.getElementById("chart-categories");
+        if (chartInstances.categories) chartInstances.categories.dispose();
+        const chart = echarts.init(el);
+        chartInstances.categories = chart;
 
+        const c = getChartColors();
         const items = data.slice(0, 8).map((d) => ({
             name: d.category_title,
             value: d.reading_time,
@@ -304,6 +398,9 @@ async function loadCategories() {
         chart.setOption({
             tooltip: {
                 trigger: "item",
+                backgroundColor: c.tooltipBg,
+                borderColor: c.tooltipBorder,
+                textStyle: { color: c.tooltipText },
                 formatter: (p) => {
                     const hours = (p.value / 3600).toFixed(1);
                     return `${p.name}<br/>阅读: <b>${hours}</b> 小时 (${p.percent}%)`;
@@ -315,7 +412,7 @@ async function loadCategories() {
                 right: 10,
                 top: 20,
                 bottom: 20,
-                textStyle: { color: "#6b5d4f", fontSize: 11 },
+                textStyle: { color: c.label, fontSize: 11 },
             },
             series: [
                 {
@@ -325,7 +422,7 @@ async function loadCategories() {
                     avoidLabelOverlap: false,
                     itemStyle: {
                         borderRadius: 6,
-                        borderColor: "#fff",
+                        borderColor: c.borderColor,
                         borderWidth: 2,
                     },
                     label: { show: false },
@@ -334,6 +431,7 @@ async function loadCategories() {
                             show: true,
                             fontSize: 14,
                             fontWeight: "bold",
+                            color: c.tooltipText,
                         },
                     },
                     data: items,
@@ -354,8 +452,12 @@ async function loadCategories() {
 async function loadAuthors() {
     try {
         const data = await fetchAPI("/api/authors");
-        const chart = echarts.init(document.getElementById("chart-authors"));
+        const el = document.getElementById("chart-authors");
+        if (chartInstances.authors) chartInstances.authors.dispose();
+        const chart = echarts.init(el);
+        chartInstances.authors = chart;
 
+        const c = getChartColors();
         const top10 = data.slice(0, 10);
         const names = top10.map((d) => d.name);
         const counts = top10.map((d) => d.count);
@@ -364,6 +466,9 @@ async function loadAuthors() {
             tooltip: {
                 trigger: "axis",
                 axisPointer: { type: "shadow" },
+                backgroundColor: c.tooltipBg,
+                borderColor: c.tooltipBorder,
+                textStyle: { color: c.tooltipText },
                 formatter: (params) => {
                     const p = params[0];
                     return `${p.name}<br/>阅读: <b>${p.value}</b> 本`;
@@ -372,14 +477,14 @@ async function loadAuthors() {
             grid: { left: 100, right: 40, top: 20, bottom: 20 },
             xAxis: {
                 type: "value",
-                axisLabel: { color: "#6b5d4f" },
-                splitLine: { lineStyle: { color: "#f0ebe3" } },
+                axisLabel: { color: c.axis },
+                splitLine: { lineStyle: { color: c.splitLine } },
             },
             yAxis: {
                 type: "category",
                 data: names.reverse(),
-                axisLabel: { color: "#6b5d4f", fontSize: 12 },
-                axisLine: { lineStyle: { color: "#e8e0d4" } },
+                axisLabel: { color: c.axis, fontSize: 12 },
+                axisLine: { lineStyle: { color: c.axisLine } },
             },
             series: [
                 {
@@ -392,15 +497,15 @@ async function loadAuthors() {
                             type: "linear",
                             x: 0, y: 0, x2: 1, y2: 0,
                             colorStops: [
-                                { offset: 0, color: "#e8a87c" },
-                                { offset: 1, color: "#c17b4a" },
+                                { offset: 0, color: c.accentLight },
+                                { offset: 1, color: c.accent },
                             ],
                         },
                     },
                     label: {
                         show: true,
                         position: "right",
-                        color: "#6b5d4f",
+                        color: c.label,
                         fontSize: 12,
                         formatter: "{c}本",
                     },
@@ -426,10 +531,11 @@ async function loadTopBooks() {
                     .join("");
                 return `
                 <div class="top-book-card" onclick="openBook('${book.book_id}')">
-                    <div style="position:relative">
+                    <div class="top-book-cover-wrapper">
                         <span class="top-book-rank">${i + 1}</span>
-                        <img class="top-book-cover" src="${book.cover}" alt="${book.title}"
-                             onerror="this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%22120%22 height=%22160%22%3E%3Crect fill=%22%23e8e0d4%22 width=%22120%22 height=%22160%22/%3E%3Ctext x=%2260%22 y=%2280%22 text-anchor=%22middle%22 fill=%22%239b8e80%22 font-size=%2214%22%3E无封面%3C/text%3E%3C/svg%3E'">
+                        <img class="top-book-cover" src="${hdCover(book.cover)}" alt="${book.title}"
+                             loading="lazy"
+                             onerror="this.onerror=null;this.src='${book.cover}';this.onerror=function(){this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%22120%22 height=%22160%22%3E%3Crect fill=%22%23e8e0d4%22 width=%22120%22 height=%22160%22/%3E%3Ctext x=%2260%22 y=%2280%22 text-anchor=%22middle%22 fill=%22%239b8e80%22 font-size=%2214%22%3E无封面%3C/text%3E%3C/svg%3E'}">
                     </div>
                     <div class="top-book-info">
                         <div class="top-book-title">${book.title}</div>
@@ -474,8 +580,9 @@ async function loadShelf(page) {
                 return `
                 <div class="book-card" onclick="openBook('${book.book_id}')">
                     <div class="book-cover-wrapper">
-                        <img class="book-cover-img" src="${book.cover}" alt="${book.title}"
-                             onerror="this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%22120%22 height=%22160%22%3E%3Crect fill=%22%23e8e0d4%22 width=%22120%22 height=%22160%22/%3E%3Ctext x=%2260%22 y=%2280%22 text-anchor=%22middle%22 fill=%22%239b8e80%22 font-size=%2212%22%3E无封面%3C/text%3E%3C/svg%3E'">
+                        <img class="book-cover-img" src="${hdCover(book.cover)}" alt="${book.title}"
+                             loading="lazy"
+                             onerror="this.onerror=null;this.src='${book.cover}';this.onerror=function(){this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%22120%22 height=%22160%22%3E%3Crect fill=%22%23e8e0d4%22 width=%22120%22 height=%22160%22/%3E%3Ctext x=%2260%22 y=%2280%22 text-anchor=%22middle%22 fill=%22%239b8e80%22 font-size=%2212%22%3E无封面%3C/text%3E%3C/svg%3E'}">
                         ${badges.join("")}
                     </div>
                     <div class="book-title">${book.title}</div>
@@ -571,8 +678,9 @@ async function loadNotebooks() {
                 const progress = nb.reading_progress || 0;
                 return `
                 <div class="notebook-card" onclick="openNotes('${nb.book_id}', '${nb.title.replace(/'/g, "\\'")}', '${(nb.author || '').replace(/'/g, "\\'")}', '${nb.cover}')" style="cursor:pointer">
-                    <img class="notebook-cover" src="${nb.cover}" alt="${nb.title}"
-                         onerror="this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%2260%22 height=%2280%22%3E%3Crect fill=%22%23e8e0d4%22 width=%2260%22 height=%2280%22/%3E%3C/svg%3E'">
+                    <img class="notebook-cover" src="${hdCover(nb.cover)}" alt="${nb.title}"
+                         loading="lazy"
+                         onerror="this.onerror=null;this.src='${nb.cover}';this.onerror=function(){this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%2260%22 height=%2280%22%3E%3Crect fill=%22%23e8e0d4%22 width=%2260%22 height=%2280%22/%3E%3C/svg%3E'}">
                     <div class="notebook-info">
                         <div class="notebook-title">${nb.title}</div>
                         <div class="notebook-author">${nb.author}</div>
@@ -612,8 +720,8 @@ function openBook(bookId) {
 
             body.innerHTML = `
                 <div class="detail-header">
-                    <img class="detail-cover" src="${data.cover || ''}" alt="${data.title}"
-                         onerror="this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%22120%22 height=%22160%22%3E%3Crect fill=%22%23e8e0d4%22 width=%22120%22 height=%22160%22/%3E%3C/svg%3E'">
+                    <img class="detail-cover" src="${hdCover(data.cover || '')}" alt="${data.title}"
+                         onerror="this.onerror=null;this.src='${data.cover || ''}';this.onerror=function(){this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%22120%22 height=%22160%22%3E%3Crect fill=%22%23e8e0d4%22 width=%22120%22 height=%22160%22/%3E%3C/svg%3E'}">
                     <div class="detail-meta">
                         <div class="detail-title">${data.title}</div>
                         <div class="detail-author">${data.author || ''}${data.translator ? ' / 译: ' + data.translator : ''}</div>
@@ -655,8 +763,8 @@ function openNotes(bookId, title, author, cover) {
     const body = document.getElementById("notesDetailBody");
     body.innerHTML = `
         <div class="notes-header">
-            <img class="notes-cover" src="${cover || ''}" alt="${title}"
-                 onerror="this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%2260%22 height=%2280%22%3E%3Crect fill=%22%23e8e0d4%22 width=%2260%22 height=%2280%22/%3E%3C/svg%3E'">
+            <img class="notes-cover" src="${hdCover(cover || '')}" alt="${title}"
+                 onerror="this.onerror=null;this.src='${cover || ''}';this.onerror=function(){this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%2260%22 height=%2280%22%3E%3Crect fill=%22%23e8e0d4%22 width=%2260%22 height=%2280%22/%3E%3C/svg%3E'}">
             <div>
                 <div class="notes-title">${title}</div>
                 <div class="notes-author">${author || ''}</div>
@@ -669,8 +777,8 @@ function openNotes(bookId, title, author, cover) {
         .then((data) => {
             let html = `
                 <div class="notes-header">
-                    <img class="notes-cover" src="${cover || ''}" alt="${title}"
-                         onerror="this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%2260%22 height=%2280%22%3E%3Crect fill=%22%23e8e0d4%22 width=%2260%22 height=%2280%22/%3E%3C/svg%3E'">
+                    <img class="notes-cover" src="${hdCover(cover || '')}" alt="${title}"
+                         onerror="this.onerror=null;this.src='${cover || ''}';this.onerror=function(){this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%2260%22 height=%2280%22%3E%3Crect fill=%22%23e8e0d4%22 width=%2260%22 height=%2280%22/%3E%3C/svg%3E'}">
                     <div>
                         <div class="notes-title">${title}</div>
                         <div class="notes-author">${author || ''}</div>
@@ -828,8 +936,9 @@ function renderDiscoverGrid(grid, books, showReason) {
 
             return `
                 <div class="discover-card" onclick="openBook('${book.book_id}')">
-                    <img class="discover-cover" src="${book.cover || ''}" alt="${book.title}"
-                         onerror="this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%22200%22 height=%22180%22%3E%3Crect fill=%22%23e8e0d4%22 width=%22200%22 height=%22180%22/%3E%3Ctext x=%22100%22 y=%2290%22 text-anchor=%22middle%22 fill=%22%239b8e80%22 font-size=%2214%22%3E无封面%3C/text%3E%3C/svg%3E'">
+                    <img class="discover-cover" src="${hdCover(book.cover || '')}" alt="${book.title}"
+                         loading="lazy"
+                         onerror="this.onerror=null;this.src='${book.cover || ''}';this.onerror=function(){this.src='data:image/svg+xml,%3Csvg xmlns=%22http://www.w3.org/2000/svg%22 width=%22200%22 height=%22180%22%3E%3Crect fill=%22%23e8e0d4%22 width=%22200%22 height=%22180%22/%3E%3Ctext x=%22100%22 y=%2290%22 text-anchor=%22middle%22 fill=%22%239b8e80%22 font-size=%2214%22%3E无封面%3C/text%3E%3C/svg%3E'}">
                     <div class="discover-info">
                         <div class="discover-title">${book.title}</div>
                         <div class="discover-author">${book.author || ''}</div>
diff --git a/templates/index.html b/templates/index.html
index 802823f..885064a 100644
--- a/templates/index.html
+++ b/templates/index.html
@@ -6,6 +6,17 @@
     <title>我的读书数据</title>
     <link rel="stylesheet" href="/static/css/style.css">
     <script src="https://cdn.jsdelivr.net/npm/echarts@5.5.0/dist/echarts.min.js"></script>
+    <!-- 防闪烁：在 CSS 加载后、页面渲染前设置主题 -->
+    <script>
+        (function() {
+            var saved = localStorage.getItem('theme');
+            if (saved) {
+                document.documentElement.setAttribute('data-theme', saved);
+            } else if (window.matchMedia('(prefers-color-scheme: dark)').matches) {
+                document.documentElement.setAttribute('data-theme', 'dark');
+            }
+        })();
+    </script>
 </head>
 <body>
     <!-- 数据库连接告警横幅（MySQL 连接失败时显示） -->
@@ -30,7 +41,13 @@
                 <a href="#notes" class="nav-link">笔记</a>
                 <a href="#discover" class="nav-link">推荐</a>
             </div>
-            <div class="nav-update" id="fetchTime"></div>
+            <div class="nav-right">
+                <span class="nav-update" id="fetchTime"></span>
+                <button class="theme-toggle" onclick="toggleTheme()" title="切换明亮/黑暗模式" aria-label="切换主题">
+                    <span class="icon-sun">☀️</span>
+                    <span class="icon-moon">🌙</span>
+                </button>
+            </div>
         </div>
     </nav>
 
@@ -171,7 +188,7 @@
     <!-- 页脚 -->
     <footer class="footer">
         <div class="container">
-            <p>数据来源：微信读书 · 数据存储：本地 SQLite · 更新时间：<span id="footerTime"></span></p>
+            <p>数据来源：微信读书 · 数据存储：本地 MySQL · 更新时间：<span id="footerTime"></span></p>
             <p class="footer-hint">点击书籍封面可在微信读书 App 中打开</p>
         </div>
     </footer>