diff --git a/plugins/message_summary/main.py b/plugins/message_summary/main.py
index 4f26519..52769bd 100644
--- a/plugins/message_summary/main.py
+++ b/plugins/message_summary/main.py
@@ -788,6 +788,13 @@ class MessageSummaryPlugin(MessagePluginInterface):
         link_count = cls._to_int(stats.get("link_count"))
         emoji_count = cls._to_int(stats.get("emoji_count"))
 
+        # 口径兜底：
+        # 1. 在极端统计异常场景下，文本数/活跃人数不应超过总消息数；
+        # 2. 这里做展示层修正，避免页面出现“Text > Msgs”这类反直觉数据。
+        if total_count > 0:
+            text_count = min(text_count, total_count)
+            participant_count = min(participant_count, total_count)
+
         # 媒体量：把图片+视频合并，符合卡片化概览阅读习惯。
         media_count = image_count + video_count
         section_count = len(sections)
@@ -885,6 +892,134 @@ class MessageSummaryPlugin(MessagePluginInterface):
             "latency_text": latency_text,
         }
 
+    @staticmethod
+    def _clean_topic_title(title: str) -> str:
+        """清理话题标题噪音，保持模板展示紧凑可读。"""
+        text = str(title or "").strip()
+        if not text:
+            return "未命名话题"
+        # 去掉 markdown/序号/emoji 前缀噪音。
+        text = re.sub(r"^[#\s\d\W_]+", "", text)
+        text = text.replace("【", "").replace("】", "")
+        text = re.sub(r"\s+", " ", text).strip()
+        return text[:42] if text else "未命名话题"
+
+    @classmethod
+    def _build_topic_cards_from_sections(cls, sections: List[Dict[str, Any]], limit: int = 5) -> List[Dict[str, Any]]:
+        """把结构化 sections 聚合为“话题卡片”列表（最多 5 个）。"""
+        if not sections:
+            return []
+
+        # 说明：
+        # 1. LLM 常见输出是“话题标题 + 核心观点/客观分析/亮点瞬间”；
+        # 2. 这里通过标题关键字与邻近分节聚合，避免渲染成冗长平铺列表。
+        topic_start_indices: List[int] = []
+        for idx, section in enumerate(sections):
+            title_text = str(section.get("title") or "").strip()
+            if not title_text:
+                continue
+            if "【" in title_text and "】" in title_text:
+                topic_start_indices.append(idx)
+                continue
+            if re.match(r"^\d+[.)、]\s*", title_text):
+                topic_start_indices.append(idx)
+                continue
+            if any(key in title_text for key in ["话题", "讨论", "专题"]):
+                topic_start_indices.append(idx)
+
+        if not topic_start_indices:
+            # 兜底：没有显式话题标题时，按前 N 个分节强制抽取。
+            topic_start_indices = list(range(min(limit, len(sections))))
+
+        # 去重并排序，保证聚合窗口有序。
+        topic_start_indices = sorted(set(topic_start_indices))[:limit]
+        cards: List[Dict[str, Any]] = []
+
+        for pos, start_idx in enumerate(topic_start_indices):
+            end_idx = topic_start_indices[pos + 1] if pos + 1 < len(topic_start_indices) else len(sections)
+            group_sections = sections[start_idx:end_idx]
+            if not group_sections:
+                continue
+
+            main_title = cls._clean_topic_title(str(group_sections[0].get("title") or ""))
+            topic = {
+                "title": main_title,
+                "time_range": "",
+                "participants": "",
+                "overview_points": [],
+                "analysis_points": [],
+                "quote_text": "",
+            }
+
+            for sec in group_sections:
+                sec_title = str(sec.get("title") or "").strip()
+                lower_title = sec_title.lower()
+                items = sec.get("items") or []
+                item_texts = [str(item.get("text") or "").strip() for item in items if str(item.get("text") or "").strip()]
+
+                # 从任意段提取时段/参与人数，兼容“放在 bullet 里”的输出。
+                for text in item_texts:
+                    if not topic["time_range"] and ("时段" in text or "时间" in text):
+                        topic["time_range"] = text[:58]
+                    if not topic["participants"] and ("参与人数" in text or "人参与" in text):
+                        topic["participants"] = text[:42]
+
+                # 依据子标题语义归类内容。
+                if any(key in lower_title for key in ["核心观点", "观点回顾", "要点"]):
+                    for text in item_texts:
+                        topic["overview_points"].append(text[:120])
+                elif any(key in lower_title for key in ["客观分析", "深度分析", "分析"]):
+                    for text in item_texts:
+                        topic["analysis_points"].append(text[:120])
+                elif any(key in lower_title for key in ["亮点瞬间", "金句", "高光"]):
+                    for text in item_texts:
+                        if not topic["quote_text"]:
+                            topic["quote_text"] = text[:120]
+                else:
+                    # 未命中的子分节，优先补进 overview，保持信息不丢。
+                    for text in item_texts:
+                        topic["overview_points"].append(text[:120])
+
+            # 控制单卡体积，避免一张卡过长压垮整图布局。
+            topic["overview_points"] = topic["overview_points"][:3]
+            topic["analysis_points"] = topic["analysis_points"][:2]
+            if not topic["quote_text"] and topic["analysis_points"]:
+                topic["quote_text"] = topic["analysis_points"][0][:110]
+
+            cards.append(topic)
+            if len(cards) >= limit:
+                break
+
+        return cards
+
+    @classmethod
+    def _build_auxiliary_sections(cls, sections: List[Dict[str, Any]], topic_titles: List[str]) -> List[Dict[str, Any]]:
+        """抽取非话题区块（如交易/荣誉榜），用于页面底部辅助展示。"""
+        if not sections:
+            return []
+        title_set = {str(t).strip() for t in topic_titles if str(t).strip()}
+        aux_sections: List[Dict[str, Any]] = []
+        for section in sections:
+            section_title = cls._clean_topic_title(str(section.get("title") or ""))
+            if not section_title or section_title in title_set:
+                continue
+            # 仅保留明显“功能区”类型标题，防止重复渲染话题细节块。
+            if not any(key in section_title for key in ["交易", "资源", "荣誉", "MVP", "排行榜", "总结", "快报"]):
+                continue
+            texts: List[str] = []
+            for item in section.get("items", []):
+                text = str(item.get("text") or "").strip()
+                if text:
+                    texts.append(text[:110])
+                if len(texts) >= 4:
+                    break
+            if not texts:
+                continue
+            aux_sections.append({"title": section_title, "items": texts})
+            if len(aux_sections) >= 3:
+                break
+        return aux_sections
+
     def _render_summary_template_html(
         self,
         group_name: str,
@@ -903,6 +1038,10 @@ class MessageSummaryPlugin(MessagePluginInterface):
             layout_data=layout_data,
             metadata=metadata,
         )
+        sections = layout_data.get("sections", []) or []
+        topic_cards = self._build_topic_cards_from_sections(sections, limit=5)
+        topic_titles = [card.get("title", "") for card in topic_cards]
+        auxiliary_sections = self._build_auxiliary_sections(sections, topic_titles)
         # 说明：
         # 1. 这里注入“本地字体 CSS”到模板，避免依赖 Google Fonts 等外网资源；
         # 2. 字体文件统一从仓库根目录 fonts/ 下读取，便于部署时统一管理；
@@ -918,6 +1057,8 @@ class MessageSummaryPlugin(MessagePluginInterface):
                 "summary_doc_title": layout_data.get("document_title", ""),
                 "summary_lead": layout_data.get("lead", ""),
                 "summary_sections": layout_data.get("sections", []),
+                "summary_topics": topic_cards,
+                "summary_aux_sections": auxiliary_sections,
                 "summary_fallback_text": layout_data.get("fallback_text", ""),
                 "summary_metrics": metrics_data,
                 "local_font_css": Markup(local_font_css),
diff --git a/plugins/message_summary/templates/gemini_summary_card.html b/plugins/message_summary/templates/gemini_summary_card.html
index 4dd2aae..24efe0f 100644
--- a/plugins/message_summary/templates/gemini_summary_card.html
+++ b/plugins/message_summary/templates/gemini_summary_card.html
@@ -146,30 +146,48 @@
             line-height: 1.78;
             color: #166534;
         }
-        .sections {
+        .topics {
             margin-top: 12px;
             display: flex;
             flex-direction: column;
             gap: 10px;
         }
-        .section-card {
+        .topic-card {
             border: 1px solid #e5eaf1;
             background: #ffffff;
             border-radius: 8px;
             padding: 10px 11px;
         }
-        .section-title {
+        .topic-title {
             margin: 0 0 8px;
             font-size: 14px;
             font-weight: 800;
             color: var(--title);
             letter-spacing: -.01em;
         }
-        .section-items {
+        .topic-meta {
+            margin: 0 0 8px;
+            padding: 8px 9px;
+            border-radius: 6px;
+            background: #f8fafc;
+            border: 1px dashed #dbe4f2;
+            font-size: 11px;
+            line-height: 1.65;
+            color: #5b6b84;
+        }
+        .topic-block {
             display: flex;
             flex-direction: column;
             gap: 6px;
         }
+        .topic-subtitle {
+            margin: 0;
+            font-size: 10px;
+            text-transform: uppercase;
+            letter-spacing: .08em;
+            color: #94a3b8;
+            font-weight: 800;
+        }
         .item-paragraph {
             margin: 0;
             font-size: 13px;
@@ -256,6 +274,30 @@
             gap: 10px;
             margin-top: 12px;
         }
+        .aux-sections {
+            margin-top: 12px;
+            display: flex;
+            flex-direction: column;
+            gap: 8px;
+        }
+        .aux-card {
+            border: 1px solid #e8edf5;
+            border-radius: 7px;
+            padding: 9px 10px;
+            background: #fff;
+        }
+        .aux-title {
+            margin: 0 0 6px;
+            font-size: 12px;
+            font-weight: 800;
+            color: #334155;
+        }
+        .aux-item {
+            margin: 0;
+            font-size: 12px;
+            line-height: 1.68;
+            color: #475569;
+        }
         .mini-card {
             border: 1px solid #e5eaf1;
             border-radius: 8px;
@@ -357,29 +399,54 @@
             <div class="lead-callout">
                 {{ summary_lead or "暂无总结内容。" }}
             </div>
-            <div class="sections">
-                {% for section in summary_sections %}
-                <article class="section-card">
-                    <h3 class="section-title">{{ section["title"] }}</h3>
-                    <div class="section-items">
-                        {% for item in section["items"] %}
-                            {% if item["kind"] == "bullet" %}
-                            <p class="item-bullet">{{ item["text"] }}</p>
-                            {% elif item["kind"] == "quote" %}
-                            <blockquote class="item-quote">{{ item["text"] }}</blockquote>
-                            {% elif item["kind"] == "code" %}
-                            <pre class="item-code">{{ item["text"] }}</pre>
-                            {% else %}
-                            <p class="item-paragraph">{{ item["text"] }}</p>
-                            {% endif %}
+            <div class="topics">
+                {% for topic in summary_topics %}
+                <article class="topic-card">
+                    <h3 class="topic-title">{{ loop.index }}. {{ topic["title"] }}</h3>
+                    <div class="topic-meta">
+                        {% if topic["time_range"] %}<div>🕒 {{ topic["time_range"] }}</div>{% endif %}
+                        {% if topic["participants"] %}<div>👥 {{ topic["participants"] }}</div>{% endif %}
+                    </div>
+                    {% if topic["overview_points"] %}
+                    <div class="topic-block">
+                        <p class="topic-subtitle">核心观点</p>
+                        {% for line in topic["overview_points"] %}
+                        <p class="item-bullet">{{ line }}</p>
                         {% endfor %}
                     </div>
+                    {% endif %}
+                    {% if topic["analysis_points"] %}
+                    <div class="topic-block">
+                        <p class="topic-subtitle">客观分析</p>
+                        {% for line in topic["analysis_points"] %}
+                        <p class="item-paragraph">{{ line }}</p>
+                        {% endfor %}
+                    </div>
+                    {% endif %}
+                    {% if topic["quote_text"] %}
+                    <div class="topic-block">
+                        <p class="topic-subtitle">亮点瞬间</p>
+                        <blockquote class="item-quote">{{ topic["quote_text"] }}</blockquote>
+                    </div>
+                    {% endif %}
                 </article>
                 {% endfor %}
             </div>
-            {% if not summary_sections %}
+            {% if not summary_topics %}
             <div class="fallback-text">{{ summary_fallback_text }}</div>
             {% endif %}
+            {% if summary_aux_sections %}
+            <div class="aux-sections">
+                {% for block in summary_aux_sections %}
+                <article class="aux-card">
+                    <h4 class="aux-title">{{ block["title"] }}</h4>
+                    {% for line in block["items"] %}
+                    <p class="aux-item">• {{ line }}</p>
+                    {% endfor %}
+                </article>
+                {% endfor %}
+            </div>
+            {% endif %}
             <div class="summary-grid">
                 <div class="mini-card">
                     <h4 class="mini-title"># Deep Stats</h4>