diff --git a/scripts/debug_render.py b/scripts/debug_render.py
index b1b518b..09ddf66 100644
--- a/scripts/debug_render.py
+++ b/scripts/debug_render.py
@@ -125,17 +125,17 @@ async def debug_render(
         SummaryTopic(
             topic="关于AstrBot插件开发的讨论",
             contributors=["张三", "李四", "王五"],
-            detail="大家深入探讨了如何利用Jinja2模板渲染出精美的分析报告，并分享了调试技巧。",
+            detail="大家深入探讨了专家 [123456789] 提到的如何利用Jinja2模板渲染出精美的分析报告，[987654321] 也分享了调试技巧。",
         ),
         SummaryTopic(
             topic="午餐吃什么的终极哲学问题",
             contributors=["赵六", "孙七"],
-            detail="群友们就黄焖鸡米饭和螺蛳粉的优劣进行了长达一小时的辩论，最终未能达成共识。",
+            detail="[112233445] 提议去吃黄焖鸡，但群友对螺蛳粉的优劣进行了长达一小时的辩论，最终未能达成共识。",
         ),
         SummaryTopic(
             topic="新出的3A大作测评",
             contributors=["周八", "吴九"],
-            detail="分享了最新游戏的通关体验，讨论了画面表现和剧情走向。",
+            detail="[123456789] 分享了最新游戏的通关体验，讨论了画面表现和剧情走向。",
         ),
     ]
 
@@ -193,6 +193,11 @@ async def debug_render(
         "statistics": stats,
         "topics": topics,
         "user_titles": user_titles,
+        "user_analysis": {
+            "123456789": {"nickname": "张三"},
+            "987654321": {"nickname": "李四"},
+            "112233445": {"nickname": "潜水员"},
+        },
         "analysis_date": "2026年02月11日",
         "group_id": "123456",
         "group_name": "测试群组",
diff --git a/scripts/mock_pdf_gen.py b/scripts/mock_pdf_gen.py
index c92ce8e..5ed5305 100644
--- a/scripts/mock_pdf_gen.py
+++ b/scripts/mock_pdf_gen.py
@@ -133,27 +133,27 @@ async def main():
     topics = [
         SummaryTopic(
             topic="AstrBot新功能",
-            detail="大家对PDF生成功能的讨论非常热烈，提出了很多优化建议。",
+            detail="大家对 [10001] 提到的PDF生成功能的讨论非常热烈，[10002] 提出了很多优化建议。",
             contributors=["开发者", "测试员"],
         ),
         SummaryTopic(
             topic="周末计划",
-            detail="有人提议去爬山，也有人想在家打游戏。",
+            detail="[10003] 提议去爬山，也有人想在家打游戏。",
             contributors=["旅行家", "宅男"],
         ),
         SummaryTopic(
             topic="代码调试",
-            detail="关于Python异步编程的深入探讨。",
+            detail="关于Python异步编程的深入探讨，[10001]分享了一些心得。",
             contributors=["小白", "大神"],
         ),
         SummaryTopic(
             topic="美食分享",
-            detail="深夜放毒，发了很多火锅和烧烤的照片。",
+            detail="深夜放毒，[10004] 发了很多火锅和烧烤的照片。",
             contributors=["吃货A", "吃货B"],
         ),
         SummaryTopic(
             topic="模组推荐",
-            detail="推荐了一些好用的Minecraft模组。",
+            detail="[10005] 推荐了一些好用的Minecraft模组。",
             contributors=["MC玩家"],
         ),
     ]
@@ -224,6 +224,16 @@ async def main():
         "statistics": stats,
         "topics": topics,
         "user_titles": user_titles,
+        "user_analysis": {
+            "10001": {"nickname": "极客"},
+            "10002": {"nickname": "社牛"},
+            "10003": {"nickname": "百科"},
+            "10004": {"nickname": "潜水"},
+            "10005": {"nickname": "欧皇"},
+        },
+        "token_usage": TokenUsage(
+            prompt_tokens=2000, completion_tokens=1000, total_tokens=3000
+        ),
     }
 
     print("Generating PDF Report...")