diff --git a/src/chat/utils/report_generator.py b/src/chat/utils/report_generator.py
index 5526781fa..3bc974757 100644
--- a/src/chat/utils/report_generator.py
+++ b/src/chat/utils/report_generator.py
@@ -1,9 +1,12 @@
 """
 该模块用于生成HTML格式的统计报告。
 """
+
 from datetime import datetime, timedelta
 from typing import Any
-
+import json
+import os
+from jinja2 import Environment, FileSystemLoader
 import aiofiles
 
 from .statistic_keys import *  # noqa: F403
@@ -48,6 +51,9 @@ class HTMLReportGenerator:
         self.name_mapping = name_mapping
         self.stat_period = stat_period
         self.deploy_time = deploy_time
+        # 初始化Jinja2环境
+        template_dir = os.path.join(os.path.dirname(__file__), "templates")
+        self.jinja_env = Environment(loader=FileSystemLoader(template_dir))
 
     def _format_stat_data_div(self, stat_data: dict[str, Any], div_id: str, start_time: datetime, now: datetime) -> str:
         """
@@ -152,134 +158,37 @@ class HTMLReportGenerator:
                 </div>
             </div>
         """
-
         # 增加饼图和条形图
-        static_charts = self._generate_static_charts_div(stat_data, div_id) # 该功能尚未实现
-        return f"""
-        <div id="{div_id}" class="tab-content">
-            <p class="info-item">
-                <strong>统计时段: </strong>
-                {start_time.strftime("%Y-%m-%d %H:%M:%S")} ~ {now.strftime("%Y-%m-%d %H:%M:%S")}
-            </p>
-            {summary_cards}
-            {static_charts}
+        static_charts = self._generate_static_charts_div(stat_data, div_id)
+        template = self.jinja_env.get_template("tab_content.html")
+        return template.render(
+            div_id=div_id,
+            start_time=start_time.strftime("%Y-%m-%d %H:%M:%S"),
+            end_time=now.strftime("%Y-%m-%d %H:%M:%S"),
+            summary_cards=summary_cards,
+            static_charts=static_charts,
+            model_rows=model_rows,
+            provider_rows=provider_rows,
+            module_rows=module_rows,
+            type_rows=type_rows,
+            chat_rows=chat_rows,
+        )
 
-            <h2>按模型分类统计</h2>
-            <table>
-                <tr><th>模型名称</th><th>调用次数</th><th>平均Token数</th><th>Token总量</th><th>TPS</th><th>每K Token成本</th><th>累计花费</th><th>平均耗时(秒)</th></tr>
-                <tbody>{model_rows}</tbody>
-            </table>
-
-            <h2>按供应商分类统计</h2>
-            <table>
-                <tr><th>供应商名称</th><th>调用次数</th><th>Token总量</th><th>TPS</th><th>每K Token成本</th><th>累计花费</th></tr>
-                <tbody>{provider_rows}</tbody>
-            </table>
-
-            <h2>按模块分类统计</h2>
-            <table>
-                <thead>
-                    <tr><th>模块名称</th><th>调用次数</th><th>输入Token</th><th>输出Token</th><th>Token总量</th><th>累计花费</th><th>平均耗时(秒)</th><th>标准差(秒)</th></tr>
-                </thead>
-                <tbody>{module_rows}</tbody>
-            </table>
-
-            <h2>按请求类型分类统计</h2>
-            <table>
-                <thead>
-                    <tr><th>请求类型</th><th>调用次数</th><th>输入Token</th><th>输出Token</th><th>Token总量</th><th>累计花费</th><th>平均耗时(秒)</th><th>标准差(秒)</th></tr>
-                </thead>
-                <tbody>{type_rows}</tbody>
-            </table>
-
-            <h2>聊天消息统计</h2>
-            <table>
-                <thead>
-                    <tr><th>联系人/群组名称</th><th>消息数量</th></tr>
-                </thead>
-                <tbody>{chat_rows}</tbody>
-            </table>
-        </div>
-        """
     def _generate_chart_tab(self, chart_data: dict) -> str:
         """生成图表选项卡的HTML内容。"""
-        return f"""
-        <div id="charts" class="tab-content">
-            <h2>数据图表</h2>
-            <div style="margin: 20px 0; text-align: center;">
-                <label style="margin-right: 10px; font-weight: bold;">时间范围:</label>
-                <button class="time-range-btn" onclick="switchTimeRange('6h')">6小时</button>
-                <button class="time-range-btn" onclick="switchTimeRange('12h')">12小时</button>
-                <button class="time-range-btn active" onclick="switchTimeRange('24h')">24小时</button>
-                <button class="time-range-btn" onclick="switchTimeRange('48h')">48小时</button>
-            </div>
-            <div style="margin-top: 20px;">
-                <div style="margin-bottom: 40px;"><canvas id="totalCostChart" width="800" height="400"></canvas></div>
-                <div style="margin-bottom: 40px;"><canvas id="costByModuleChart" width="800" height="400"></canvas></div>
-                <div style="margin-bottom: 40px;"><canvas id="costByModelChart" width="800" height="400"></canvas></div>
-                <div><canvas id="messageByChatChart" width="800" height="400"></canvas></div>
-            </div>
-            <style>
-                .time-range-btn {{
-                    background-color: #ecf0f1; border: 1px solid #bdc3c7; color: #2c3e50;
-                    padding: 8px 16px; margin: 0 5px; border-radius: 4px; cursor: pointer;
-                    font-size: 14px; transition: all 0.3s ease;
-                }}
-                .time-range-btn:hover {{ background-color: #d5dbdb; }}
-                .time-range-btn.active {{ background-color: #3498db; color: white; border-color: #2980b9; }}
-            </style>
-            <script>
-                const allChartData = {chart_data};
-                let currentCharts = {{}};
-                const chartConfigs = {{
-                    totalCost: {{ id: 'totalCostChart', title: '总花费', yAxisLabel: '花费 (¥)', dataKey: 'total_cost_data', fill: true }},
-                    costByModule: {{ id: 'costByModuleChart', title: '各模块花费', yAxisLabel: '花费 (¥)', dataKey: 'cost_by_module', fill: false }},
-                    costByModel: {{ id: 'costByModelChart', title: '各模型花费', yAxisLabel: '花费 (¥)', dataKey: 'cost_by_model', fill: false }},
-                    messageByChat: {{ id: 'messageByChatChart', title: '各聊天流消息数', yAxisLabel: '消息数', dataKey: 'message_by_chat', fill: false }}
-                }};
-                function switchTimeRange(timeRange) {{
-                    document.querySelectorAll('.time-range-btn').forEach(btn => btn.classList.remove('active'));
-                    event.target.classList.add('active');
-                    updateAllCharts(allChartData[timeRange], timeRange);
-                }}
-                function updateAllCharts(data, timeRange) {{
-                    Object.values(currentCharts).forEach(chart => chart && chart.destroy());
-                    currentCharts = {{}};
-                    Object.keys(chartConfigs).forEach(type => createChart(type, data, timeRange));
-                }}
-                function createChart(chartType, data, timeRange) {{
-                    const config = chartConfigs[chartType];
-                    if (!data || !data[config.dataKey]) return;
-                    const colors = ['#3498db', '#e74c3c', '#2ecc71', '#f39c12', '#9b59b6', '#1abc9c', '#34495e', '#e67e22', '#95a5a6', '#f1c40f'];
-                    let datasets = [];
-                    if (chartType === 'totalCost') {{
-                        datasets = [{{ label: config.title, data: data[config.dataKey], borderColor: colors[0], backgroundColor: 'rgba(52, 152, 219, 0.1)', tension: 0.4, fill: config.fill }}];
-                    }} else {{
-                        let i = 0;
-                        Object.entries(data[config.dataKey]).forEach(([name, chartData]) => {{
-                            datasets.push({{ label: name, data: chartData, borderColor: colors[i % colors.length], backgroundColor: colors[i % colors.length] + '20', tension: 0.4, fill: config.fill }});
-                            i++;
-                        }});
-                    }}
-                    currentCharts[chartType] = new Chart(document.getElementById(config.id), {{
-                        type: 'line',
-                        data: {{ labels: data.time_labels, datasets: datasets }},
-                        options: {{
-                            responsive: true,
-                            plugins: {{ title: {{ display: true, text: `${{timeRange}}内${{config.title}}趋势`, font: {{ size: 16 }} }}, legend: {{ display: chartType !== 'totalCost', position: 'top' }} }},
-                            scales: {{ x: {{ title: {{ display: true, text: '时间' }}, ticks: {{ maxTicksLimit: 12 }} }}, y: {{ title: {{ display: true, text: config.yAxisLabel }}, beginAtZero: true }} }},
-                            interaction: {{ intersect: false, mode: 'index' }}
-                        }}
-                    }});
-                }}
-                document.addEventListener('DOMContentLoaded', function() {{
-                    if (allChartData['24h']) {{
-                         updateAllCharts(allChartData['24h'], '24h');
-                    }}
-                }});
-            </script>
-        </div>
+        template = self.jinja_env.get_template("charts_tab.html")
+        return template.render()
+
+    def _generate_static_charts_div(self, stat_data: dict[str, Any], div_id: str)-> str:
         """
+        生成静态图表的HTML div。
+
+        :param stat_data: 统计数据。
+        :param div_id: The ID for the period, used to uniquely identify chart canvases.
+        :return: 渲染后的HTML字符串。
+        """
+        template = self.jinja_env.get_template("static_charts.html")
+        return template.render(period_id=div_id)
 
     async def generate_report(self, stat: dict[str, Any], chart_data: dict, now: datetime, output_path: str):
         """
@@ -290,157 +199,50 @@ class HTMLReportGenerator:
         :param now: 当前时间。
         :param output_path: 输出文件路径。
         """
-        tab_list = [
+        tab_list_html = [
             f'<button class="tab-link" onclick="showTab(event, \'{period[0]}\')">{period[2]}</button>'
             for period in self.stat_period
         ]
-        tab_list.append('<button class="tab-link" onclick="showTab(event, \'charts\')">数据图表</button>')
+        tab_list_html.append('<button class="tab-link" onclick="showTab(event, \'charts\')">数据图表</button>')
 
-        tab_content_list = [
+        tab_content_html_list = [
             self._format_stat_data_div(stat[period[0]], period[0], now - period[1], now)
             for period in self.stat_period
             if period[0] != "all_time"
         ]
-        tab_content_list.append(
-            self._format_stat_data_div(stat["all_time"], "all_time", self.deploy_time, now)
+        tab_content_html_list.append(self._format_stat_data_div(stat["all_time"], "all_time", self.deploy_time, now))
+        tab_content_html_list.append(self._generate_chart_tab(chart_data))
+
+        static_chart_data = {}
+        for period in self.stat_period:
+            period_id = period[0]
+            static_chart_data[period_id] = {
+                "provider_cost_data": stat[period_id].get(PIE_CHART_COST_BY_PROVIDER, {}),
+                "model_cost_data": stat[period_id].get(BAR_CHART_COST_BY_MODEL, {}),
+            }
+        static_chart_data["all_time"] = {
+            "provider_cost_data": stat["all_time"].get(PIE_CHART_COST_BY_PROVIDER, {}),
+            "model_cost_data": stat["all_time"].get(BAR_CHART_COST_BY_MODEL, {}),
+        }
+
+        # 渲染模板
+        # 读取CSS和JS文件内容
+        async with aiofiles.open(os.path.join(self.jinja_env.loader.searchpath[0], "report.css"), "r", encoding="utf-8") as f:
+            report_css = await f.read()
+        async with aiofiles.open(os.path.join(self.jinja_env.loader.searchpath[0], "report.js"), "r", encoding="utf-8") as f:
+            report_js = await f.read()
+        # 渲染模板
+        template = self.jinja_env.get_template("report.html")
+        rendered_html = template.render(
+            report_title="MoFox-Bot运行统计报告",
+            generation_time=now.strftime("%Y-%m-%d %H:%M:%S"),
+            tab_list="\n".join(tab_list_html),
+            tab_content="\n".join(tab_content_html_list),
+            all_chart_data=json.dumps(chart_data),
+            static_chart_data=json.dumps(static_chart_data),
+            report_css=report_css,
+            report_js=report_js,
         )
-        tab_content_list.append(self._generate_chart_tab(chart_data))
 
-        joined_tab_list = "\n".join(tab_list)
-        joined_tab_content = "\n".join(tab_content_list)
-
-        html_template = f"""
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>MoFox-Bot运行统计报告</title>
-    <script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
-    <style>
-        body {{ font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; margin: 0; padding: 20px; background-color: #f4f7f6; color: #333; line-height: 1.6; }}
-        .container {{ max-width: 900px; margin: 20px auto; background-color: #fff; padding: 25px; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.1); }}
-        h1, h2 {{ color: #2c3e50; border-bottom: 2px solid #3498db; padding-bottom: 10px; margin-top: 0; }}
-        h1 {{ text-align: center; font-size: 2em; }}
-        h2 {{ font-size: 1.5em; margin-top: 30px; }}
-        p {{ margin-bottom: 10px; }}
-        .info-item {{ background-color: #ecf0f1; padding: 8px 12px; border-radius: 4px; margin-bottom: 8px; font-size: 0.95em; }}
-        .info-item strong {{ color: #2980b9; }}
-        table {{ width: 100%; border-collapse: collapse; margin-top: 15px; font-size: 0.9em; }}
-        th, td {{ border: 1px solid #ddd; padding: 10px; text-align: left; }}
-        th {{ background-color: #3498db; color: white; font-weight: bold; }}
-        tr:nth-child(even) {{ background-color: #f9f9f9; }}
-        .footer {{ text-align: center; margin-top: 30px; font-size: 0.8em; color: #7f8c8d; }}
-        .tabs {{ overflow: hidden; background: #ecf0f1; display: flex; }}
-        .tabs button {{ background: inherit; border: none; outline: none; padding: 14px 16px; cursor: pointer; transition: 0.3s; font-size: 16px; }}
-        .tabs button:hover {{ background-color: #d4dbdc; }}
-        .tabs button.active {{ background-color: #b3bbbd; }}
-        .tab-content {{ display: none; padding: 20px; background-color: #fff; border: 1px solid #ccc; }}
-        .tab-content.active {{ display: block; }}
-    </style>
-</head>
-<body>
-    <div class="container">
-        <h1>MoFox-Bot运行统计报告</h1>
-        <p class="info-item"><strong>统计截止时间:</strong> {now.strftime("%Y-%m-%d %H:%M:%S")}</p>
-        <div class="tabs">{joined_tab_list}</div>
-        {joined_tab_content}
-    </div>
-<script>
-    let i, tab_content, tab_links;
-    tab_content = document.getElementsByClassName("tab-content");
-    tab_links = document.getElementsByClassName("tab-link");
-    if(tab_content.length > 0) tab_content[0].classList.add("active");
-    if(tab_links.length > 0) tab_links[0].classList.add("active");
-    function showTab(evt, tabName) {{
-        for (i = 0; i < tab_content.length; i++) tab_content[i].classList.remove("active");
-        for (i = 0; i < tab_links.length; i++) tab_links[i].classList.remove("active");
-        document.getElementById(tabName).classList.add("active");
-        evt.currentTarget.classList.add("active");
-    }}
-</script>
-</body>
-</html>
-        """
         async with aiofiles.open(output_path, "w", encoding="utf-8") as f:
-            await f.write(html_template)
-    def _generate_static_charts_div(self, stat_data: dict[str, Any], period_id: str) -> str:
-        """生成静态图表（饼图、条形图）的HTML和JS。"""
-        provider_cost_data = stat_data.get(PIE_CHART_COST_BY_PROVIDER, {})
-        model_cost_data = stat_data.get(BAR_CHART_COST_BY_MODEL, {})
-
-        if not provider_cost_data and not model_cost_data:
-            return "<h2>数据总览</h2><p>当前时段暂无足够数据生成图表。</p>"
-
-        provider_labels = provider_cost_data.get('labels', [])
-        provider_data = provider_cost_data.get('data', [])
-        model_labels = model_cost_data.get('labels', [])
-        model_data = model_cost_data.get('data', [])
-
-        return f"""
-        <h2>数据总览</h2>
-        <div class="chart-grid">
-            <div class="chart-container">
-                <canvas id="providerCostPieChart_{period_id}"></canvas>
-            </div>
-            <div class="chart-container">
-                <canvas id="modelCostBarChart_{period_id}"></canvas>
-            </div>
-        </div>
-        <script>
-        document.addEventListener('DOMContentLoaded', function() {{
-            const colors = ['#3498db', '#2ecc71', '#f1c40f', '#e74c3c', '#9b59b6', '#1abc9c', '#34495e', '#e67e22'];
-
-            // Provider Cost Pie Chart
-            const providerCtx = document.getElementById('providerCostPieChart_{period_id}');
-            if (providerCtx && {provider_data}) {{
-                new Chart(providerCtx, {{
-                    type: 'pie',
-                    data: {{
-                        labels: {provider_labels},
-                        datasets: [{{
-                            label: '按供应商花费',
-                            data: {provider_data},
-                            backgroundColor: colors,
-                        }}]
-                    }},
-                    options: {{
-                        responsive: true,
-                        maintainAspectRatio: false,
-                        plugins: {{
-                            title: {{ display: true, text: '按供应商花费分布', font: {{ size: 16 }} }},
-                            legend: {{ position: 'top' }}
-                        }}
-                    }}
-                }});
-            }}
-
-            // Model Cost Bar Chart
-            const modelCtx = document.getElementById('modelCostBarChart_{period_id}');
-            if (modelCtx && {model_data}) {{
-                new Chart(modelCtx, {{
-                    type: 'bar',
-                    data: {{
-                        labels: {model_labels},
-                        datasets: [{{
-                            label: '按模型花费',
-                            data: {model_data},
-                            backgroundColor: colors,
-                        }}]
-                    }},
-                    options: {{
-                        responsive: true,
-                        maintainAspectRatio: false,
-                        plugins: {{
-                            title: {{ display: true, text: '按模型花费排行', font: {{ size: 16 }} }},
-                            legend: {{ display: false }}
-                        }},
-                        scales: {{
-                            y: {{ beginAtZero: true, title: {{ display: true, text: '花费 (¥)' }} }}
-                        }}
-                    }}
-                }});
-            }}
-        }});
-        </script>
-        """
+            await f.write(rendered_html)
diff --git a/src/chat/utils/templates/charts_tab.html b/src/chat/utils/templates/charts_tab.html
new file mode 100644
index 000000000..52e6c3024
--- /dev/null
+++ b/src/chat/utils/templates/charts_tab.html
@@ -0,0 +1,16 @@
+<div id="charts" class="tab-content">
+    <h2>数据图表</h2>
+    <div style="margin: 20px 0; text-align: center;">
+        <label style="margin-right: 10px; font-weight: bold;">时间范围:</label>
+        <button class="time-range-btn" onclick="switchTimeRange('6h')">6小时</button>
+        <button class="time-range-btn" onclick="switchTimeRange('12h')">12小时</button>
+        <button class="time-range-btn" onclick="switchTimeRange('24h')">24小时</button>
+        <button class="time-range-btn" onclick="switchTimeRange('48h')">48小时</button>
+    </div>
+    <div style="margin-top: 20px;">
+        <div style="margin-bottom: 40px;"><canvas id="totalCostChart" width="800" height="400"></canvas></div>
+        <div style="margin-bottom: 40px;"><canvas id="costByModuleChart" width="800" height="400"></canvas></div>
+        <div style="margin-bottom: 40px;"><canvas id="costByModelChart" width="800" height="400"></canvas></div>
+        <div><canvas id="messageByChatChart" width="800" height="400"></canvas></div>
+    </div>
+</div>
\ No newline at end of file
diff --git a/src/chat/utils/templates/report.css b/src/chat/utils/templates/report.css
new file mode 100644
index 000000000..1c6603e5d
--- /dev/null
+++ b/src/chat/utils/templates/report.css
@@ -0,0 +1,177 @@
+body {
+    font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif;
+    margin: 0;
+    padding: 20px;
+    background-color: #f4f7f6;
+    color: #333;
+    line-height: 1.6;
+}
+
+.container {
+    max-width: 900px;
+    margin: 20px auto;
+    background-color: #fff;
+    padding: 25px;
+    border-radius: 8px;
+    box-shadow: 0 2px 10px rgba(0,0,0,0.1);
+}
+
+h1, h2 {
+    color: #2c3e50;
+    border-bottom: 2px solid #3498db;
+    padding-bottom: 10px;
+    margin-top: 0;
+}
+
+h1 {
+    text-align: center;
+    font-size: 2em;
+}
+
+h2 {
+    font-size: 1.5em;
+    margin-top: 30px;
+}
+
+p {
+    margin-bottom: 10px;
+}
+
+.info-item {
+    background-color: #ecf0f1;
+    padding: 8px 12px;
+    border-radius: 4px;
+    margin-bottom: 8px;
+    font-size: 0.95em;
+}
+
+.info-item strong {
+    color: #2980b9;
+}
+
+table {
+    width: 100%;
+    border-collapse: collapse;
+    margin-top: 15px;
+    font-size: 0.9em;
+}
+
+th, td {
+    border: 1px solid #ddd;
+    padding: 10px;
+    text-align: left;
+}
+
+th {
+    background-color: #3498db;
+    color: white;
+    font-weight: bold;
+}
+
+tr:nth-child(even) {
+    background-color: #f9f9f9;
+}
+
+.footer {
+    text-align: center;
+    margin-top: 30px;
+    font-size: 0.8em;
+    color: #7f8c8d;
+}
+
+.tabs {
+    overflow: hidden;
+    background: #ecf0f1;
+    display: flex;
+}
+
+.tabs button {
+    background: inherit;
+    border: none;
+    outline: none;
+    padding: 14px 16px;
+    cursor: pointer;
+    transition: 0.3s;
+    font-size: 16px;
+}
+
+.tabs button:hover {
+    background-color: #d4dbdc;
+}
+
+.tabs button.active {
+    background-color: #b3bbbd;
+}
+
+.tab-content {
+    display: none;
+    padding: 20px;
+    background-color: #fff;
+    border: 1px solid #ccc;
+}
+
+.tab-content.active {
+    display: block;
+}
+
+.summary-cards {
+    display: grid;
+    grid-template-columns: repeat(auto-fit, minmax(150px, 1fr));
+    gap: 15px;
+    margin: 20px 0;
+}
+
+.card {
+    background-color: #ecf0f1;
+    padding: 15px;
+    border-radius: 5px;
+    text-align: center;
+}
+
+.card h3 {
+    margin: 0 0 10px;
+    font-size: 1em;
+    color: #2c3e50;
+}
+
+.card p {
+    margin: 0;
+    font-size: 1.2em;
+    font-weight: bold;
+    color: #34495e;
+}
+
+.chart-grid {
+    display: grid;
+    grid-template-columns: 1fr 1fr;
+    gap: 20px;
+    margin-top: 20px;
+}
+
+.chart-container {
+    position: relative;
+    height: 40vh;
+    width: 100%;
+}
+
+.time-range-btn {
+    background-color: #ecf0f1;
+    border: 1px solid #bdc3c7;
+    color: #2c3e50;
+    padding: 8px 16px;
+    margin: 0 5px;
+    border-radius: 4px;
+    cursor: pointer;
+    font-size: 14px;
+    transition: all 0.3s ease;
+}
+
+.time-range-btn:hover {
+    background-color: #d5dbdb;
+}
+
+.time-range-btn.active {
+    background-color: #3498db;
+    color: white;
+    border-color: #2980b9;
+}
\ No newline at end of file
diff --git a/src/chat/utils/templates/report.html b/src/chat/utils/templates/report.html
new file mode 100644
index 000000000..9ac7d2e3e
--- /dev/null
+++ b/src/chat/utils/templates/report.html
@@ -0,0 +1,19 @@
+<!DOCTYPE html>
+<html lang="zh-CN">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>{{ report_title }}</title>
+    <script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
+    <style>{{ report_css }}</style>
+</head>
+<body>
+    <div class="container">
+        <h1>{{ report_title }}</h1>
+        <p class="info-item"><strong>统计截止时间:</strong> {{ generation_time }}</p>
+        <div class="tabs">{{ tab_list }}</div>
+        {{ tab_content }}
+    </div>
+    <script>{{ report_js }}</script>
+</body>
+</html>
\ No newline at end of file
diff --git a/src/chat/utils/templates/report.js b/src/chat/utils/templates/report.js
new file mode 100644
index 000000000..7f944cb3a
--- /dev/null
+++ b/src/chat/utils/templates/report.js
@@ -0,0 +1,134 @@
+let i, tab_content, tab_links;
+tab_content = document.getElementsByClassName("tab-content");
+tab_links = document.getElementsByClassName("tab-link");
+if (tab_content.length > 0) tab_content[0].classList.add("active");
+if (tab_links.length > 0) tab_links[0].classList.add("active");
+function showTab(evt, tabName) {
+    for (i = 0; i < tab_content.length; i++) tab_content[i].classList.remove("active");
+    for (i = 0; i < tab_links.length; i++) tab_links[i].classList.remove("active");
+    document.getElementById(tabName).classList.add("active");
+    evt.currentTarget.classList.add("active");
+}
+
+document.addEventListener('DOMContentLoaded', function () {
+    // This is a placeholder for chart data which will be injected by python.
+    const allChartData = JSON.parse('{{ all_chart_data }}')
+;
+    let currentCharts = {};
+    const chartConfigs = {
+        totalCost: { id: 'totalCostChart', title: '总花费', yAxisLabel: '花费 (¥)', dataKey: 'total_cost_data', fill: true },
+        costByModule: { id: 'costByModuleChart', title: '各模块花费', yAxisLabel: '花费 (¥)', dataKey: 'cost_by_module', fill: false },
+        costByModel: { id: 'costByModelChart', title: '各模型花费', yAxisLabel: '花费 (¥)', dataKey: 'cost_by_model', fill: false },
+        messageByChat: { id: 'messageByChatChart', title: '各聊天流消息数', yAxisLabel: '消息数', dataKey: 'message_by_chat', fill: false }
+    };
+
+    window.switchTimeRange = function(timeRange) {
+        document.querySelectorAll('.time-range-btn').forEach(btn => btn.classList.remove('active'));
+        event.target.classList.add('active');
+        updateAllCharts(allChartData[timeRange], timeRange);
+    }
+
+    function updateAllCharts(data, timeRange) {
+        Object.values(currentCharts).forEach(chart => chart && chart.destroy());
+        currentCharts = {};
+        Object.keys(chartConfigs).forEach(type => createChart(type, data, timeRange));
+    }
+
+    function createChart(chartType, data, timeRange) {
+        const config = chartConfigs[chartType];
+        if (!data || !data[config.dataKey]) return;
+        const colors = ['#3498db', '#e74c3c', '#2ecc71', '#f39c12', '#9b59b6', '#1abc9c', '#34495e', '#e67e22', '#95a5a6', '#f1c40f'];
+        let datasets = [];
+        if (chartType === 'totalCost') {
+            datasets = [{ label: config.title, data: data[config.dataKey], borderColor: colors[0], backgroundColor: 'rgba(52, 152, 219, 0.1)', tension: 0.4, fill: config.fill }];
+        } else {
+            let i = 0;
+            Object.entries(data[config.dataKey]).forEach(([name, chartData]) => {
+                datasets.push({ label: name, data: chartData, borderColor: colors[i % colors.length], backgroundColor: colors[i % colors.length] + '20', tension: 0.4, fill: config.fill });
+                i++;
+            });
+        }
+        currentCharts[chartType] = new Chart(document.getElementById(config.id), {
+            type: 'line',
+            data: { labels: data.time_labels, datasets: datasets },
+            options: {
+                responsive: true,
+                plugins: { title: { display: true, text: `${timeRange}内${config.title}趋势`, font: { size: 16 } }, legend: { display: chartType !== 'totalCost', position: 'top' } },
+                scales: { x: { title: { display: true, text: '时间' }, ticks: { maxTicksLimit: 12 } }, y: { title: { display: true, text: config.yAxisLabel }, beginAtZero: true } },
+                interaction: { intersect: false, mode: 'index' }
+            }
+        });
+    }
+
+    if (allChartData['24h']) {
+        updateAllCharts(allChartData['24h'], '24h');
+        // Activate the 24h button by default
+        document.querySelectorAll('.time-range-btn').forEach(btn => {
+            if (btn.textContent.includes('24小时')) {
+                btn.classList.add('active');
+            } else {
+                btn.classList.remove('active');
+            }
+        });
+    }
+
+    // Static charts
+    const staticChartData = JSON.parse('{{ static_chart_data }}')
+;
+    Object.keys(staticChartData).forEach(period_id => {
+        const providerCostData = staticChartData[period_id].provider_cost_data;
+        const modelCostData = staticChartData[period_id].model_cost_data;
+        const colors = ['#3498db', '#2ecc71', '#f1c40f', '#e74c3c', '#9b59b6', '#1abc9c', '#34495e', '#e67e22'];
+
+        // Provider Cost Pie Chart
+        const providerCtx = document.getElementById(`providerCostPieChart_${period_id}`);
+        if (providerCtx && providerCostData && providerCostData.data.length > 0) {
+            new Chart(providerCtx, {
+                type: 'pie',
+                data: {
+                    labels: providerCostData.labels,
+                    datasets: [{
+                        label: '按供应商花费',
+                        data: providerCostData.data,
+                        backgroundColor: colors,
+                    }]
+                },
+                options: {
+                    responsive: true,
+                    maintainAspectRatio: false,
+                    plugins: {
+                        title: { display: true, text: '按供应商花费分布', font: { size: 16 } },
+                        legend: { position: 'top' }
+                    }
+                }
+            });
+        }
+
+        // Model Cost Bar Chart
+        const modelCtx = document.getElementById(`modelCostBarChart_${period_id}`);
+        if (modelCtx && modelCostData && modelCostData.data.length > 0) {
+            new Chart(modelCtx, {
+                type: 'bar',
+                data: {
+                    labels: modelCostData.labels,
+                    datasets: [{
+                        label: '按模型花费',
+                        data: modelCostData.data,
+                        backgroundColor: colors,
+                    }]
+                },
+                options: {
+                    responsive: true,
+                    maintainAspectRatio: false,
+                    plugins: {
+                        title: { display: true, text: '按模型花费排行', font: { size: 16 } },
+                        legend: { display: false }
+                    },
+                    scales: {
+                        y: { beginAtZero: true, title: { display: true, text: '花费 (¥)' } }
+                    }
+                }
+            });
+        }
+    });
+});
\ No newline at end of file
diff --git a/src/chat/utils/templates/static_charts.html b/src/chat/utils/templates/static_charts.html
new file mode 100644
index 000000000..3fd37ad4e
--- /dev/null
+++ b/src/chat/utils/templates/static_charts.html
@@ -0,0 +1,9 @@
+<h2>数据总览</h2>
+<div class="chart-grid">
+    <div class="chart-container">
+        <canvas id="providerCostPieChart_{{ period_id }}"></canvas>
+    </div>
+    <div class="chart-container">
+        <canvas id="modelCostBarChart_{{ period_id }}"></canvas>
+    </div>
+</div>
\ No newline at end of file
diff --git a/src/chat/utils/templates/tab_content.html b/src/chat/utils/templates/tab_content.html
new file mode 100644
index 000000000..130c20cff
--- /dev/null
+++ b/src/chat/utils/templates/tab_content.html
@@ -0,0 +1,44 @@
+<div id="{{ div_id }}" class="tab-content">
+    <p class="info-item">
+        <strong>统计时段: </strong>
+        {{ start_time }} ~ {{ end_time }}
+    </p>
+    {{ summary_cards }}
+    {{ static_charts }}
+
+    <h2>按模型分类统计</h2>
+    <table>
+        <tr><th>模型名称</th><th>调用次数</th><th>平均Token数</th><th>Token总量</th><th>TPS</th><th>每K Token成本</th><th>累计花费</th><th>平均耗时(秒)</th></tr>
+        <tbody>{{ model_rows }}</tbody>
+    </table>
+
+    <h2>按供应商分类统计</h2>
+    <table>
+        <tr><th>供应商名称</th><th>调用次数</th><th>Token总量</th><th>TPS</th><th>每K Token成本</th><th>累计花费</th></tr>
+        <tbody>{{ provider_rows }}</tbody>
+    </table>
+
+    <h2>按模块分类统计</h2>
+    <table>
+        <thead>
+            <tr><th>模块名称</th><th>调用次数</th><th>输入Token</th><th>输出Token</th><th>Token总量</th><th>累计花费</th><th>平均耗时(秒)</th><th>标准差(秒)</th></tr>
+        </thead>
+        <tbody>{{ module_rows }}</tbody>
+    </table>
+
+    <h2>按请求类型分类统计</h2>
+    <table>
+        <thead>
+            <tr><th>请求类型</th><th>调用次数</th><th>输入Token</th><th>输出Token</th><th>Token总量</th><th>累计花费</th><th>平均耗时(秒)</th><th>标准差(秒)</th></tr>
+        </thead>
+        <tbody>{{ type_rows }}</tbody>
+    </table>
+
+    <h2>聊天消息统计</h2>
+    <table>
+        <thead>
+            <tr><th>联系人/群组名称</th><th>消息数量</th></tr>
+        </thead>
+        <tbody>{{ chat_rows }}</tbody>
+    </table>
+</div>
\ No newline at end of file