From 7840a6080df06179dad0034fa2aee6539be6af5f Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E6=98=A5=E6=B2=B3=E6=99=B4?= <bbleae@outlook.com>
Date: Tue, 8 Apr 2025 15:31:13 +0900
Subject: [PATCH 1/5] ruff reformatted

---
 src/gui/logger_gui.py                         |  22 +-
 src/gui/reasoning_gui.py                      |   6 +-
 src/heart_flow/heartflow.py                   |  30 +-
 src/heart_flow/observation.py                 |  22 +-
 src/heart_flow/sub_heartflow.py               | 117 ++-
 src/individuality/identity.py                 |  54 +-
 src/individuality/individuality.py            |  68 +-
 src/individuality/per_bf_gen.py               |  98 +--
 src/individuality/personality.py              |  66 +-
 src/individuality/scene.py                    |   9 +-
 src/main.py                                   |   4 +-
 src/plugins/PFC/chat_observer.py              | 176 +++--
 src/plugins/PFC/pfc.py                        | 398 +++++-----
 src/plugins/PFC/pfc_KnowledgeFetcher.py       |  24 +-
 src/plugins/PFC/pfc_utils.py                  |  25 +-
 src/plugins/PFC/reply_checker.py              |  44 +-
 src/plugins/chat/__init__.py                  |   2 +-
 src/plugins/chat/bot.py                       |  14 +-
 src/plugins/chat/emoji_manager.py             |  54 +-
 src/plugins/chat/message_buffer.py            |  81 +-
 src/plugins/chat/message_sender.py            |   5 +-
 src/plugins/chat/utils.py                     |  83 +--
 src/plugins/chat/utils_image.py               |  23 +-
 .../only_process/only_message_process.py      |  16 +-
 .../reasoning_chat/reasoning_chat.py          |   5 +-
 .../reasoning_chat/reasoning_generator.py     |   5 +-
 .../reasoning_prompt_builder.py               |  81 +-
 .../think_flow_chat/think_flow_chat.py        |  27 +-
 .../think_flow_chat/think_flow_generator.py   |   2 -
 .../think_flow_prompt_builder.py              |  19 +-
 src/plugins/config/auto_update.py             |   5 +-
 src/plugins/config/config.py                  |  61 +-
 src/plugins/memory_system/Hippocampus.py      |   1 +
 src/plugins/models/utils_model.py             |  55 +-
 src/plugins/moods/moods.py                    |  11 +-
 src/plugins/person_info/person_info.py        | 111 ++-
 .../person_info/relationship_manager.py       |  29 +-
 src/plugins/schedule/schedule_generator.py    |  12 +-
 src/plugins/zhishi/knowledge_library.py       |   8 +-
 temp_utils_ui/temp_ui.py                      | 690 +++++++-----------
 40 files changed, 1227 insertions(+), 1336 deletions(-)

diff --git a/src/gui/logger_gui.py b/src/gui/logger_gui.py
index 9488446c4..ad6edafb8 100644
--- a/src/gui/logger_gui.py
+++ b/src/gui/logger_gui.py
@@ -24,10 +24,10 @@
 
 #         # 标记GUI是否运行中
 #         self.is_running = True
-        
+
 #         # 程序关闭时的清理操作
 #         self.protocol("WM_DELETE_WINDOW", self._on_closing)
-        
+
 #         # 初始化进程、日志队列、日志数据等变量
 #         self.process = None
 #         self.log_queue = queue.Queue()
@@ -236,7 +236,7 @@
 #         while not self.log_queue.empty():
 #             line = self.log_queue.get()
 #             self.process_log_line(line)
-        
+
 #         # 仅在GUI仍在运行时继续处理队列
 #         if self.is_running:
 #             self.after(100, self.process_log_queue)
@@ -245,11 +245,11 @@
 #         """解析单行日志并更新日志数据和筛选器"""
 #         match = re.match(
 #             r"""^
-#             (?:(?P<time>\d{2}:\d{2}(?::\d{2})?)\s*\|\s*)?  
-#             (?P<level>\w+)\s*\|\s*                         
-#             (?P<module>.*?)                               
-#             \s*[-|]\s*                                    
-#             (?P<message>.*)                                
+#             (?:(?P<time>\d{2}:\d{2}(?::\d{2})?)\s*\|\s*)?
+#             (?P<level>\w+)\s*\|\s*
+#             (?P<module>.*?)
+#             \s*[-|]\s*
+#             (?P<message>.*)
 #             $""",
 #             line.strip(),
 #             re.VERBOSE,
@@ -354,10 +354,10 @@
 #         """处理窗口关闭事件，安全清理资源"""
 #         # 标记GUI已关闭
 #         self.is_running = False
-        
+
 #         # 停止日志进程
 #         self.stop_process()
-        
+
 #         # 安全清理tkinter变量
 #         for attr_name in list(self.__dict__.keys()):
 #             if isinstance(getattr(self, attr_name), (ctk.Variable, ctk.StringVar, ctk.IntVar, ctk.DoubleVar, ctk.BooleanVar)):
@@ -367,7 +367,7 @@
 #                 except Exception:
 #                     pass
 #                 setattr(self, attr_name, None)
-        
+
 #         self.quit()
 #         sys.exit(0)
 
diff --git a/src/gui/reasoning_gui.py b/src/gui/reasoning_gui.py
index ffb270fd8..7fa99df2e 100644
--- a/src/gui/reasoning_gui.py
+++ b/src/gui/reasoning_gui.py
@@ -127,7 +127,7 @@
 #         """处理窗口关闭事件"""
 #         # 标记GUI已关闭，防止后台线程继续访问tkinter对象
 #         self.is_running = False
-        
+
 #         # 安全清理所有可能的tkinter变量
 #         for attr_name in list(self.__dict__.keys()):
 #             if isinstance(getattr(self, attr_name), (ctk.Variable, ctk.StringVar, ctk.IntVar, ctk.DoubleVar, ctk.BooleanVar)):
@@ -138,7 +138,7 @@
 #                 except Exception:
 #                     pass
 #                 setattr(self, attr_name, None)
-        
+
 #         # 退出
 #         self.root.quit()
 #         sys.exit(0)
@@ -259,7 +259,7 @@
 #         while True:
 #             if not self.is_running:
 #                 break  # 如果GUI已关闭，停止线程
-                
+
 #             try:
 #                 # 从数据库获取最新数据，只获取启动时间之后的记录
 #                 query = {"time": {"$gt": self.start_timestamp}}
diff --git a/src/heart_flow/heartflow.py b/src/heart_flow/heartflow.py
index d5542587c..9cf8d4674 100644
--- a/src/heart_flow/heartflow.py
+++ b/src/heart_flow/heartflow.py
@@ -42,7 +42,6 @@ class Heartflow:
         self._subheartflows = {}
         self.active_subheartflows_nums = 0
 
-
     async def _cleanup_inactive_subheartflows(self):
         """定期清理不活跃的子心流"""
         while True:
@@ -84,25 +83,22 @@ class Heartflow:
 
         # 开始构建prompt
         prompt_personality = "你"
-        #person
+        # person
         individuality = Individuality.get_instance()
-        
+
         personality_core = individuality.personality.personality_core
         prompt_personality += personality_core
-        
+
         personality_sides = individuality.personality.personality_sides
         random.shuffle(personality_sides)
         prompt_personality += f",{personality_sides[0]}"
-        
+
         identity_detail = individuality.identity.identity_detail
         random.shuffle(identity_detail)
         prompt_personality += f",{identity_detail[0]}"
-        
-        
-        
+
         personality_info = prompt_personality
-        
-        
+
         current_thinking_info = self.current_mind
         mood_info = self.current_state.mood
         related_memory_info = "memory"
@@ -146,22 +142,20 @@ class Heartflow:
     async def minds_summary(self, minds_str):
         # 开始构建prompt
         prompt_personality = "你"
-        #person
+        # person
         individuality = Individuality.get_instance()
-        
+
         personality_core = individuality.personality.personality_core
         prompt_personality += personality_core
-        
+
         personality_sides = individuality.personality.personality_sides
         random.shuffle(personality_sides)
         prompt_personality += f",{personality_sides[0]}"
-        
+
         identity_detail = individuality.identity.identity_detail
         random.shuffle(identity_detail)
         prompt_personality += f",{identity_detail[0]}"
-        
-        
-        
+
         personality_info = prompt_personality
         mood_info = self.current_state.mood
 
@@ -183,7 +177,7 @@ class Heartflow:
         添加一个SubHeartflow实例到self._subheartflows字典中
         并根据subheartflow_id为子心流创建一个观察对象
         """
-        
+
         try:
             if subheartflow_id not in self._subheartflows:
                 logger.debug(f"创建 subheartflow: {subheartflow_id}")
diff --git a/src/heart_flow/observation.py b/src/heart_flow/observation.py
index f4a082a4e..5befd7322 100644
--- a/src/heart_flow/observation.py
+++ b/src/heart_flow/observation.py
@@ -7,6 +7,7 @@ from src.common.database import db
 from src.individuality.individuality import Individuality
 import random
 
+
 # 所有观察的基类
 class Observation:
     def __init__(self, observe_type, observe_id):
@@ -24,7 +25,7 @@ class ChattingObservation(Observation):
 
         self.talking_message = []
         self.talking_message_str = ""
-        
+
         self.name = global_config.BOT_NICKNAME
         self.nick_name = global_config.BOT_ALIAS_NAMES
 
@@ -57,7 +58,7 @@ class ChattingObservation(Observation):
         for msg in new_messages:
             if "detailed_plain_text" in msg:
                 new_messages_str += f"{msg['detailed_plain_text']}"
-                
+
         # print(f"new_messages_str：{new_messages_str}")
 
         # 将新消息添加到talking_message，同时保持列表长度不超过20条
@@ -117,26 +118,22 @@ class ChattingObservation(Observation):
         # print(f"更新聊天总结：{self.talking_summary}")
         # 开始构建prompt
         prompt_personality = "你"
-        #person
+        # person
         individuality = Individuality.get_instance()
-        
+
         personality_core = individuality.personality.personality_core
         prompt_personality += personality_core
-        
+
         personality_sides = individuality.personality.personality_sides
         random.shuffle(personality_sides)
         prompt_personality += f",{personality_sides[0]}"
-        
+
         identity_detail = individuality.identity.identity_detail
         random.shuffle(identity_detail)
         prompt_personality += f",{identity_detail[0]}"
-        
-        
-        
+
         personality_info = prompt_personality
-        
-        
-        
+
         prompt = ""
         prompt += f"{personality_info}，请注意识别你自己的聊天发言"
         prompt += f"你的名字叫：{self.name}，你的昵称是：{self.nick_name}\n"
@@ -148,7 +145,6 @@ class ChattingObservation(Observation):
         self.observe_info, reasoning_content = await self.llm_summary.generate_response_async(prompt)
         print(f"prompt：{prompt}")
         print(f"self.observe_info：{self.observe_info}")
-        
 
     def translate_message_list_to_str(self):
         self.talking_message_str = ""
diff --git a/src/heart_flow/sub_heartflow.py b/src/heart_flow/sub_heartflow.py
index 583a7d561..a2ba023e2 100644
--- a/src/heart_flow/sub_heartflow.py
+++ b/src/heart_flow/sub_heartflow.py
@@ -53,11 +53,10 @@ class SubHeartflow:
         if not self.current_mind:
             self.current_mind = "你什么也没想"
 
-
         self.is_active = False
 
         self.observations: list[Observation] = []
-        
+
         self.running_knowledges = []
 
     def add_observation(self, observation: Observation):
@@ -86,7 +85,9 @@ class SubHeartflow:
     async def subheartflow_start_working(self):
         while True:
             current_time = time.time()
-            if current_time - self.last_reply_time > global_config.sub_heart_flow_freeze_time:  # 120秒无回复/不在场，冻结
+            if (
+                current_time - self.last_reply_time > global_config.sub_heart_flow_freeze_time
+            ):  # 120秒无回复/不在场，冻结
                 self.is_active = False
                 await asyncio.sleep(global_config.sub_heart_flow_update_interval)  # 每60秒检查一次
             else:
@@ -100,7 +101,9 @@ class SubHeartflow:
                 await asyncio.sleep(global_config.sub_heart_flow_update_interval)
 
             # 检查是否超过10分钟没有激活
-            if current_time - self.last_active_time > global_config.sub_heart_flow_stop_time:  # 5分钟无回复/不在场，销毁
+            if (
+                current_time - self.last_active_time > global_config.sub_heart_flow_stop_time
+            ):  # 5分钟无回复/不在场，销毁
                 logger.info(f"子心流 {self.subheartflow_id} 已经5分钟没有激活，正在销毁...")
                 break  # 退出循环，销毁自己
 
@@ -147,11 +150,11 @@ class SubHeartflow:
     #     self.current_mind = reponse
     #     logger.debug(f"prompt:\n{prompt}\n")
     #     logger.info(f"麦麦的脑内状态：{self.current_mind}")
-        
+
     async def do_observe(self):
         observation = self.observations[0]
         await observation.observe()
-        
+
     async def do_thinking_before_reply(self, message_txt):
         current_thinking_info = self.current_mind
         mood_info = self.current_state.mood
@@ -162,23 +165,20 @@ class SubHeartflow:
 
         # 开始构建prompt
         prompt_personality = "你"
-        #person
+        # person
         individuality = Individuality.get_instance()
-        
+
         personality_core = individuality.personality.personality_core
         prompt_personality += personality_core
-        
+
         personality_sides = individuality.personality.personality_sides
         random.shuffle(personality_sides)
         prompt_personality += f",{personality_sides[0]}"
-        
+
         identity_detail = individuality.identity.identity_detail
         random.shuffle(identity_detail)
         prompt_personality += f",{identity_detail[0]}"
 
-
-
-
         # 调取记忆
         related_memory = await HippocampusManager.get_instance().get_memory_from_text(
             text=chat_observe_info, max_memory_num=2, max_memory_length=2, max_depth=3, fast_retrieval=False
@@ -191,7 +191,7 @@ class SubHeartflow:
         else:
             related_memory_info = ""
 
-        related_info,grouped_results = await self.get_prompt_info(chat_observe_info + message_txt, 0.4)
+        related_info, grouped_results = await self.get_prompt_info(chat_observe_info + message_txt, 0.4)
         # print(related_info)
         for _topic, results in grouped_results.items():
             for result in results:
@@ -227,25 +227,23 @@ class SubHeartflow:
 
     async def do_thinking_after_reply(self, reply_content, chat_talking_prompt):
         # print("麦麦回复之后脑袋转起来了")
-        
+
         # 开始构建prompt
         prompt_personality = "你"
-        #person
+        # person
         individuality = Individuality.get_instance()
-        
+
         personality_core = individuality.personality.personality_core
         prompt_personality += personality_core
-        
+
         personality_sides = individuality.personality.personality_sides
         random.shuffle(personality_sides)
         prompt_personality += f",{personality_sides[0]}"
-        
+
         identity_detail = individuality.identity.identity_detail
         random.shuffle(identity_detail)
         prompt_personality += f",{identity_detail[0]}"
-        
-        
-        
+
         current_thinking_info = self.current_mind
         mood_info = self.current_state.mood
 
@@ -279,22 +277,20 @@ class SubHeartflow:
     async def judge_willing(self):
         # 开始构建prompt
         prompt_personality = "你"
-        #person
+        # person
         individuality = Individuality.get_instance()
-        
+
         personality_core = individuality.personality.personality_core
         prompt_personality += personality_core
-        
+
         personality_sides = individuality.personality.personality_sides
         random.shuffle(personality_sides)
         prompt_personality += f",{personality_sides[0]}"
-        
+
         identity_detail = individuality.identity.identity_detail
         random.shuffle(identity_detail)
         prompt_personality += f",{identity_detail[0]}"
-        
-        
-        
+
         # print("麦麦闹情绪了1")
         current_thinking_info = self.current_mind
         mood_info = self.current_state.mood
@@ -320,13 +316,12 @@ class SubHeartflow:
     def update_current_mind(self, reponse):
         self.past_mind.append(self.current_mind)
         self.current_mind = reponse
-        
-        
+
     async def get_prompt_info(self, message: str, threshold: float):
         start_time = time.time()
         related_info = ""
         logger.debug(f"获取知识库内容，元消息：{message[:30]}...，消息长度: {len(message)}")
-        
+
         # 1. 先从LLM获取主题，类似于记忆系统的做法
         topics = []
         # try:
@@ -334,7 +329,7 @@ class SubHeartflow:
         #     hippocampus = HippocampusManager.get_instance()._hippocampus
         #     topic_num = min(5, max(1, int(len(message) * 0.1)))
         #     topics_response = await hippocampus.llm_topic_judge.generate_response(hippocampus.find_topic_llm(message, topic_num))
-            
+
         #     # 提取关键词
         #     topics = re.findall(r"<([^>]+)>", topics_response[0])
         #     if not topics:
@@ -345,7 +340,7 @@ class SubHeartflow:
         #             for topic in ",".join(topics).replace("，", ",").replace("、", ",").replace(" ", ",").split(",")
         #             if topic.strip()
         #         ]
-            
+
         #     logger.info(f"从LLM提取的主题: {', '.join(topics)}")
         # except Exception as e:
         #     logger.error(f"从LLM提取主题失败: {str(e)}")
@@ -353,7 +348,7 @@ class SubHeartflow:
         #     words = jieba.cut(message)
         #     topics = [word for word in words if len(word) > 1][:5]
         #     logger.info(f"使用jieba提取的主题: {', '.join(topics)}")
-        
+
         # 如果无法提取到主题，直接使用整个消息
         if not topics:
             logger.debug("未能提取到任何主题，使用整个消息进行查询")
@@ -361,26 +356,26 @@ class SubHeartflow:
             if not embedding:
                 logger.error("获取消息嵌入向量失败")
                 return ""
-                
+
             related_info = self.get_info_from_db(embedding, limit=3, threshold=threshold)
             logger.info(f"知识库检索完成，总耗时: {time.time() - start_time:.3f}秒")
             return related_info, {}
-        
+
         # 2. 对每个主题进行知识库查询
         logger.info(f"开始处理{len(topics)}个主题的知识库查询")
-        
+
         # 优化：批量获取嵌入向量，减少API调用
         embeddings = {}
         topics_batch = [topic for topic in topics if len(topic) > 0]
         if message:  # 确保消息非空
             topics_batch.append(message)
-        
+
         # 批量获取嵌入向量
         embed_start_time = time.time()
         for text in topics_batch:
             if not text or len(text.strip()) == 0:
                 continue
-                
+
             try:
                 embedding = await get_embedding(text, request_type="info_retrieval")
                 if embedding:
@@ -389,17 +384,17 @@ class SubHeartflow:
                     logger.warning(f"获取'{text}'的嵌入向量失败")
             except Exception as e:
                 logger.error(f"获取'{text}'的嵌入向量时发生错误: {str(e)}")
-        
+
         logger.info(f"批量获取嵌入向量完成，耗时: {time.time() - embed_start_time:.3f}秒")
-        
+
         if not embeddings:
             logger.error("所有嵌入向量获取失败")
             return ""
-        
+
         # 3. 对每个主题进行知识库查询
         all_results = []
         query_start_time = time.time()
-        
+
         # 首先添加原始消息的查询结果
         if message in embeddings:
             original_results = self.get_info_from_db(embeddings[message], limit=3, threshold=threshold, return_raw=True)
@@ -408,12 +403,12 @@ class SubHeartflow:
                     result["topic"] = "原始消息"
                 all_results.extend(original_results)
                 logger.info(f"原始消息查询到{len(original_results)}条结果")
-        
+
         # 然后添加每个主题的查询结果
         for topic in topics:
             if not topic or topic not in embeddings:
                 continue
-                
+
             try:
                 topic_results = self.get_info_from_db(embeddings[topic], limit=3, threshold=threshold, return_raw=True)
                 if topic_results:
@@ -424,9 +419,9 @@ class SubHeartflow:
                     logger.info(f"主题'{topic}'查询到{len(topic_results)}条结果")
             except Exception as e:
                 logger.error(f"查询主题'{topic}'时发生错误: {str(e)}")
-        
+
         logger.info(f"知识库查询完成，耗时: {time.time() - query_start_time:.3f}秒，共获取{len(all_results)}条结果")
-        
+
         # 4. 去重和过滤
         process_start_time = time.time()
         unique_contents = set()
@@ -436,14 +431,16 @@ class SubHeartflow:
             if content not in unique_contents:
                 unique_contents.add(content)
                 filtered_results.append(result)
-        
+
         # 5. 按相似度排序
         filtered_results.sort(key=lambda x: x["similarity"], reverse=True)
-        
+
         # 6. 限制总数量（最多10条）
         filtered_results = filtered_results[:10]
-        logger.info(f"结果处理完成，耗时: {time.time() - process_start_time:.3f}秒，过滤后剩余{len(filtered_results)}条结果")
-        
+        logger.info(
+            f"结果处理完成，耗时: {time.time() - process_start_time:.3f}秒，过滤后剩余{len(filtered_results)}条结果"
+        )
+
         # 7. 格式化输出
         if filtered_results:
             format_start_time = time.time()
@@ -453,7 +450,7 @@ class SubHeartflow:
                 if topic not in grouped_results:
                     grouped_results[topic] = []
                 grouped_results[topic].append(result)
-            
+
             # 按主题组织输出
             for topic, results in grouped_results.items():
                 related_info += f"【主题: {topic}】\n"
@@ -464,13 +461,15 @@ class SubHeartflow:
                     # related_info += f"{i}. [{similarity:.2f}] {content}\n"
                     related_info += f"{content}\n"
                 related_info += "\n"
-            
-            logger.info(f"格式化输出完成，耗时: {time.time() - format_start_time:.3f}秒")
-        
-        logger.info(f"知识库检索总耗时: {time.time() - start_time:.3f}秒")
-        return related_info,grouped_results
 
-    def get_info_from_db(self, query_embedding: list, limit: int = 1, threshold: float = 0.5, return_raw: bool = False) -> Union[str, list]:
+            logger.info(f"格式化输出完成，耗时: {time.time() - format_start_time:.3f}秒")
+
+        logger.info(f"知识库检索总耗时: {time.time() - start_time:.3f}秒")
+        return related_info, grouped_results
+
+    def get_info_from_db(
+        self, query_embedding: list, limit: int = 1, threshold: float = 0.5, return_raw: bool = False
+    ) -> Union[str, list]:
         if not query_embedding:
             return "" if not return_raw else []
         # 使用余弦相似度计算
diff --git a/src/individuality/identity.py b/src/individuality/identity.py
index 6704562ec..89cba98d1 100644
--- a/src/individuality/identity.py
+++ b/src/individuality/identity.py
@@ -2,27 +2,36 @@ from dataclasses import dataclass
 from typing import List
 import random
 
+
 @dataclass
 class Identity:
     """身份特征类"""
+
     identity_detail: List[str]  # 身份细节描述
     height: int  # 身高（厘米）
     weight: int  # 体重（千克）
     age: int  # 年龄
     gender: str  # 性别
     appearance: str  # 外貌特征
-    
+
     _instance = None
-    
+
     def __new__(cls, *args, **kwargs):
         if cls._instance is None:
             cls._instance = super().__new__(cls)
         return cls._instance
-    
-    def __init__(self, identity_detail: List[str] = None, height: int = 0, weight: int = 0, 
-                 age: int = 0, gender: str = "", appearance: str = ""):
+
+    def __init__(
+        self,
+        identity_detail: List[str] = None,
+        height: int = 0,
+        weight: int = 0,
+        age: int = 0,
+        gender: str = "",
+        appearance: str = "",
+    ):
         """初始化身份特征
-        
+
         Args:
             identity_detail: 身份细节描述列表
             height: 身高（厘米）
@@ -39,23 +48,24 @@ class Identity:
         self.age = age
         self.gender = gender
         self.appearance = appearance
-    
+
     @classmethod
-    def get_instance(cls) -> 'Identity':
+    def get_instance(cls) -> "Identity":
         """获取Identity单例实例
-        
+
         Returns:
             Identity: 单例实例
         """
         if cls._instance is None:
             cls._instance = cls()
         return cls._instance
-    
+
     @classmethod
-    def initialize(cls, identity_detail: List[str], height: int, weight: int, 
-                 age: int, gender: str, appearance: str) -> 'Identity':
+    def initialize(
+        cls, identity_detail: List[str], height: int, weight: int, age: int, gender: str, appearance: str
+    ) -> "Identity":
         """初始化身份特征
-        
+
         Args:
             identity_detail: 身份细节描述列表
             height: 身高（厘米）
@@ -63,7 +73,7 @@ class Identity:
             age: 年龄
             gender: 性别
             appearance: 外貌特征
-            
+
         Returns:
             Identity: 初始化后的身份特征实例
         """
@@ -75,8 +85,8 @@ class Identity:
         instance.gender = gender
         instance.appearance = appearance
         return instance
-    
-    def get_prompt(self,x_person,level):
+
+    def get_prompt(self, x_person, level):
         """
         获取身份特征的prompt
         """
@@ -86,7 +96,7 @@ class Identity:
             prompt_identity = "我"
         else:
             prompt_identity = "他"
-            
+
         if level == 1:
             identity_detail = self.identity_detail
             random.shuffle(identity_detail)
@@ -96,7 +106,7 @@ class Identity:
                 prompt_identity += f",{detail}"
         prompt_identity += "。"
         return prompt_identity
-    
+
     def to_dict(self) -> dict:
         """将身份特征转换为字典格式"""
         return {
@@ -105,13 +115,13 @@ class Identity:
             "weight": self.weight,
             "age": self.age,
             "gender": self.gender,
-            "appearance": self.appearance
+            "appearance": self.appearance,
         }
-    
+
     @classmethod
-    def from_dict(cls, data: dict) -> 'Identity':
+    def from_dict(cls, data: dict) -> "Identity":
         """从字典创建身份特征实例"""
         instance = cls.get_instance()
         for key, value in data.items():
             setattr(instance, key, value)
-        return instance 
\ No newline at end of file
+        return instance
diff --git a/src/individuality/individuality.py b/src/individuality/individuality.py
index b491ed308..e7616ec27 100644
--- a/src/individuality/individuality.py
+++ b/src/individuality/individuality.py
@@ -2,35 +2,46 @@ from typing import Optional
 from .personality import Personality
 from .identity import Identity
 
+
 class Individuality:
     """个体特征管理类"""
+
     _instance = None
-    
+
     def __new__(cls, *args, **kwargs):
         if cls._instance is None:
             cls._instance = super().__new__(cls)
         return cls._instance
-    
+
     def __init__(self):
         self.personality: Optional[Personality] = None
         self.identity: Optional[Identity] = None
-    
+
     @classmethod
-    def get_instance(cls) -> 'Individuality':
+    def get_instance(cls) -> "Individuality":
         """获取Individuality单例实例
-        
+
         Returns:
             Individuality: 单例实例
         """
         if cls._instance is None:
             cls._instance = cls()
         return cls._instance
-    
-    def initialize(self, bot_nickname: str, personality_core: str, personality_sides: list,
-                  identity_detail: list, height: int, weight: int, age: int, 
-                  gender: str, appearance: str) -> None:
+
+    def initialize(
+        self,
+        bot_nickname: str,
+        personality_core: str,
+        personality_sides: list,
+        identity_detail: list,
+        height: int,
+        weight: int,
+        age: int,
+        gender: str,
+        appearance: str,
+    ) -> None:
         """初始化个体特征
-        
+
         Args:
             bot_nickname: 机器人昵称
             personality_core: 人格核心特点
@@ -44,50 +55,43 @@ class Individuality:
         """
         # 初始化人格
         self.personality = Personality.initialize(
-            bot_nickname=bot_nickname,
-            personality_core=personality_core,
-            personality_sides=personality_sides
+            bot_nickname=bot_nickname, personality_core=personality_core, personality_sides=personality_sides
         )
-        
+
         # 初始化身份
         self.identity = Identity.initialize(
-            identity_detail=identity_detail,
-            height=height,
-            weight=weight,
-            age=age,
-            gender=gender,
-            appearance=appearance
+            identity_detail=identity_detail, height=height, weight=weight, age=age, gender=gender, appearance=appearance
         )
-    
+
     def to_dict(self) -> dict:
         """将个体特征转换为字典格式"""
         return {
             "personality": self.personality.to_dict() if self.personality else None,
-            "identity": self.identity.to_dict() if self.identity else None
+            "identity": self.identity.to_dict() if self.identity else None,
         }
-    
+
     @classmethod
-    def from_dict(cls, data: dict) -> 'Individuality':
+    def from_dict(cls, data: dict) -> "Individuality":
         """从字典创建个体特征实例"""
         instance = cls.get_instance()
         if data.get("personality"):
             instance.personality = Personality.from_dict(data["personality"])
         if data.get("identity"):
             instance.identity = Identity.from_dict(data["identity"])
-        return instance 
-    
-    def get_prompt(self,type,x_person,level):
+        return instance
+
+    def get_prompt(self, type, x_person, level):
         """
         获取个体特征的prompt
         """
         if type == "personality":
-            return self.personality.get_prompt(x_person,level)
+            return self.personality.get_prompt(x_person, level)
         elif type == "identity":
-            return self.identity.get_prompt(x_person,level)
+            return self.identity.get_prompt(x_person, level)
         else:
             return ""
-    
-    def get_traits(self,factor):
+
+    def get_traits(self, factor):
         """
         获取个体特征的特质
         """
@@ -101,5 +105,3 @@ class Individuality:
             return self.personality.agreeableness
         elif factor == "neuroticism":
             return self.personality.neuroticism
-            
-            
diff --git a/src/individuality/per_bf_gen.py b/src/individuality/per_bf_gen.py
index 0a8b2e4a7..d898ea5e3 100644
--- a/src/individuality/per_bf_gen.py
+++ b/src/individuality/per_bf_gen.py
@@ -17,9 +17,9 @@ with open(config_path, "r", encoding="utf-8") as f:
     config = toml.load(f)
 
 # 现在可以导入src模块
-from src.individuality.scene import get_scene_by_factor, PERSONALITY_SCENES #noqa E402
-from src.individuality.questionnaire import FACTOR_DESCRIPTIONS #noqa E402
-from src.individuality.offline_llm import LLM_request_off #noqa E402
+from src.individuality.scene import get_scene_by_factor, PERSONALITY_SCENES  # noqa E402
+from src.individuality.questionnaire import FACTOR_DESCRIPTIONS  # noqa E402
+from src.individuality.offline_llm import LLM_request_off  # noqa E402
 
 # 加载环境变量
 env_path = os.path.join(root_path, ".env")
@@ -32,13 +32,12 @@ else:
 
 
 def adapt_scene(scene: str) -> str:
-    
-    personality_core = config['personality']['personality_core']
-    personality_sides = config['personality']['personality_sides']
+    personality_core = config["personality"]["personality_core"]
+    personality_sides = config["personality"]["personality_sides"]
     personality_side = random.choice(personality_sides)
-    identity_details = config['identity']['identity_detail']
+    identity_details = config["identity"]["identity_detail"]
     identity_detail = random.choice(identity_details)
-    
+
     """
     根据config中的属性，改编场景使其更适合当前角色
     
@@ -51,10 +50,10 @@ def adapt_scene(scene: str) -> str:
     try:
         prompt = f"""
 这是一个参与人格测评的角色形象:
-- 昵称: {config['bot']['nickname']}
-- 性别: {config['identity']['gender']}
-- 年龄: {config['identity']['age']}岁
-- 外貌: {config['identity']['appearance']}
+- 昵称: {config["bot"]["nickname"]}
+- 性别: {config["identity"]["gender"]}
+- 年龄: {config["identity"]["age"]}岁
+- 外貌: {config["identity"]["appearance"]}
 - 性格核心: {personality_core}
 - 性格侧面: {personality_side}
 - 身份细节: {identity_detail}
@@ -62,18 +61,18 @@ def adapt_scene(scene: str) -> str:
 请根据上述形象，改编以下场景，在测评中，用户将根据该场景给出上述角色形象的反应:
 {scene}
 保持场景的本质不变，但最好贴近生活且具体，并且让它更适合这个角色。
-改编后的场景应该自然、连贯，并考虑角色的年龄、身份和性格特点。只返回改编后的场景描述，不要包含其他说明。注意{config['bot']['nickname']}是面对这个场景的人，而不是场景的其他人。场景中不会有其描述，
+改编后的场景应该自然、连贯，并考虑角色的年龄、身份和性格特点。只返回改编后的场景描述，不要包含其他说明。注意{config["bot"]["nickname"]}是面对这个场景的人，而不是场景的其他人。场景中不会有其描述，
 现在，请你给出改编后的场景描述
 """
 
-        llm = LLM_request_off(model_name=config['model']['llm_normal']['name'])
+        llm = LLM_request_off(model_name=config["model"]["llm_normal"]["name"])
         adapted_scene, _ = llm.generate_response(prompt)
-        
+
         # 检查返回的场景是否为空或错误信息
         if not adapted_scene or "错误" in adapted_scene or "失败" in adapted_scene:
             print("场景改编失败，将使用原始场景")
             return scene
-            
+
         return adapted_scene
     except Exception as e:
         print(f"场景改编过程出错：{str(e)}，将使用原始场景")
@@ -169,7 +168,7 @@ class PersonalityEvaluator_direct:
         except Exception as e:
             print(f"评估过程出错：{str(e)}")
             return {dim: 3.5 for dim in dimensions}
-    
+
     def run_evaluation(self):
         """
         运行整个评估过程
@@ -185,18 +184,23 @@ class PersonalityEvaluator_direct:
         print(f"- 身份细节：{config['identity']['identity_detail']}")
         print("\n准备好了吗？按回车键开始...")
         input()
-        
+
         total_scenarios = len(self.scenarios)
-        progress_bar = tqdm(total=total_scenarios, desc="场景进度", ncols=100, bar_format='{l_bar}{bar}| {n_fmt}/{total_fmt} [{elapsed}<{remaining}]')
+        progress_bar = tqdm(
+            total=total_scenarios,
+            desc="场景进度",
+            ncols=100,
+            bar_format="{l_bar}{bar}| {n_fmt}/{total_fmt} [{elapsed}<{remaining}]",
+        )
 
         for _i, scenario_data in enumerate(self.scenarios, 1):
             # print(f"\n{'-' * 20} 场景 {i}/{total_scenarios} - {scenario_data['场景编号']} {'-' * 20}")
-            
+
             # 改编场景，使其更适合当前角色
             print(f"{config['bot']['nickname']}祈祷中...")
             adapted_scene = adapt_scene(scenario_data["场景"])
             scenario_data["改编场景"] = adapted_scene
-            
+
             print(adapted_scene)
             print(f"\n请描述{config['bot']['nickname']}在这种情况下会如何反应：")
             response = input().strip()
@@ -220,13 +224,13 @@ class PersonalityEvaluator_direct:
 
             # 更新进度条
             progress_bar.update(1)
-            
+
             # if i < total_scenarios:
-                # print("\n按回车键继续下一个场景...")
-                # input()
-        
+            # print("\n按回车键继续下一个场景...")
+            # input()
+
         progress_bar.close()
-        
+
         # 计算平均分
         for dimension in self.final_scores:
             if self.dimension_counts[dimension] > 0:
@@ -241,26 +245,26 @@ class PersonalityEvaluator_direct:
 
         # 返回评估结果
         return self.get_result()
-    
+
     def get_result(self):
         """
         获取评估结果
         """
         return {
-            "final_scores": self.final_scores, 
-            "dimension_counts": self.dimension_counts, 
+            "final_scores": self.final_scores,
+            "dimension_counts": self.dimension_counts,
             "scenarios": self.scenarios,
             "bot_info": {
-                "nickname": config['bot']['nickname'],
-                "gender": config['identity']['gender'],
-                "age": config['identity']['age'],
-                "height": config['identity']['height'],
-                "weight": config['identity']['weight'],
-                "appearance": config['identity']['appearance'],
-                "personality_core": config['personality']['personality_core'],
-                "personality_sides": config['personality']['personality_sides'],
-                "identity_detail": config['identity']['identity_detail']
-            }
+                "nickname": config["bot"]["nickname"],
+                "gender": config["identity"]["gender"],
+                "age": config["identity"]["age"],
+                "height": config["identity"]["height"],
+                "weight": config["identity"]["weight"],
+                "appearance": config["identity"]["appearance"],
+                "personality_core": config["personality"]["personality_core"],
+                "personality_sides": config["personality"]["personality_sides"],
+                "identity_detail": config["identity"]["identity_detail"],
+            },
         }
 
 
@@ -275,28 +279,28 @@ def main():
         "extraversion": round(result["final_scores"]["外向性"] / 6, 1),
         "agreeableness": round(result["final_scores"]["宜人性"] / 6, 1),
         "neuroticism": round(result["final_scores"]["神经质"] / 6, 1),
-        "bot_nickname": config['bot']['nickname']
+        "bot_nickname": config["bot"]["nickname"],
     }
 
     # 确保目录存在
     save_dir = os.path.join(root_path, "data", "personality")
     os.makedirs(save_dir, exist_ok=True)
-    
+
     # 创建文件名，替换可能的非法字符
-    bot_name = config['bot']['nickname']
+    bot_name = config["bot"]["nickname"]
     # 替换Windows文件名中不允许的字符
-    for char in ['\\', '/', ':', '*', '?', '"', '<', '>', '|']:
-        bot_name = bot_name.replace(char, '_')
-    
+    for char in ["\\", "/", ":", "*", "?", '"', "<", ">", "|"]:
+        bot_name = bot_name.replace(char, "_")
+
     file_name = f"{bot_name}_personality.per"
     save_path = os.path.join(save_dir, file_name)
-    
+
     # 保存简化的结果
     with open(save_path, "w", encoding="utf-8") as f:
         json.dump(simplified_result, f, ensure_ascii=False, indent=4)
 
     print(f"\n结果已保存到 {save_path}")
-    
+
     # 同时保存完整结果到results目录
     os.makedirs("results", exist_ok=True)
     with open("results/personality_result.json", "w", encoding="utf-8") as f:
diff --git a/src/individuality/personality.py b/src/individuality/personality.py
index eb822ab1f..1b05f2d91 100644
--- a/src/individuality/personality.py
+++ b/src/individuality/personality.py
@@ -4,9 +4,11 @@ import json
 from pathlib import Path
 import random
 
+
 @dataclass
 class Personality:
     """人格特质类"""
+
     openness: float  # 开放性
     conscientiousness: float  # 尽责性
     extraversion: float  # 外向性
@@ -15,45 +17,45 @@ class Personality:
     bot_nickname: str  # 机器人昵称
     personality_core: str  # 人格核心特点
     personality_sides: List[str]  # 人格侧面描述
-    
+
     _instance = None
-    
+
     def __new__(cls, *args, **kwargs):
         if cls._instance is None:
             cls._instance = super().__new__(cls)
         return cls._instance
-    
+
     def __init__(self, personality_core: str = "", personality_sides: List[str] = None):
         if personality_sides is None:
             personality_sides = []
         self.personality_core = personality_core
         self.personality_sides = personality_sides
-    
+
     @classmethod
-    def get_instance(cls) -> 'Personality':
+    def get_instance(cls) -> "Personality":
         """获取Personality单例实例
-        
+
         Returns:
             Personality: 单例实例
         """
         if cls._instance is None:
             cls._instance = cls()
         return cls._instance
-    
+
     def _init_big_five_personality(self):
         """初始化大五人格特质"""
         # 构建文件路径
         personality_file = Path("data/personality") / f"{self.bot_nickname}_personality.per"
-        
+
         # 如果文件存在，读取文件
         if personality_file.exists():
-            with open(personality_file, 'r', encoding='utf-8') as f:
+            with open(personality_file, "r", encoding="utf-8") as f:
                 personality_data = json.load(f)
-                self.openness = personality_data.get('openness', 0.5)
-                self.conscientiousness = personality_data.get('conscientiousness', 0.5)
-                self.extraversion = personality_data.get('extraversion', 0.5)
-                self.agreeableness = personality_data.get('agreeableness', 0.5)
-                self.neuroticism = personality_data.get('neuroticism', 0.5)
+                self.openness = personality_data.get("openness", 0.5)
+                self.conscientiousness = personality_data.get("conscientiousness", 0.5)
+                self.extraversion = personality_data.get("extraversion", 0.5)
+                self.agreeableness = personality_data.get("agreeableness", 0.5)
+                self.neuroticism = personality_data.get("neuroticism", 0.5)
         else:
             # 如果文件不存在，根据personality_core和personality_core来设置大五人格特质
             if "活泼" in self.personality_core or "开朗" in self.personality_sides:
@@ -62,31 +64,31 @@ class Personality:
             else:
                 self.extraversion = 0.3
                 self.neuroticism = 0.5
-                
+
             if "认真" in self.personality_core or "负责" in self.personality_sides:
                 self.conscientiousness = 0.9
             else:
                 self.conscientiousness = 0.5
-                
+
             if "友善" in self.personality_core or "温柔" in self.personality_sides:
                 self.agreeableness = 0.9
             else:
                 self.agreeableness = 0.5
-                
+
             if "创新" in self.personality_core or "开放" in self.personality_sides:
                 self.openness = 0.8
             else:
                 self.openness = 0.5
-    
+
     @classmethod
-    def initialize(cls, bot_nickname: str, personality_core: str, personality_sides: List[str]) -> 'Personality':
+    def initialize(cls, bot_nickname: str, personality_core: str, personality_sides: List[str]) -> "Personality":
         """初始化人格特质
-        
+
         Args:
             bot_nickname: 机器人昵称
             personality_core: 人格核心特点
             personality_sides: 人格侧面描述
-            
+
         Returns:
             Personality: 初始化后的人格特质实例
         """
@@ -96,7 +98,7 @@ class Personality:
         instance.personality_sides = personality_sides
         instance._init_big_five_personality()
         return instance
-    
+
     def to_dict(self) -> Dict:
         """将人格特质转换为字典格式"""
         return {
@@ -107,18 +109,18 @@ class Personality:
             "neuroticism": self.neuroticism,
             "bot_nickname": self.bot_nickname,
             "personality_core": self.personality_core,
-            "personality_sides": self.personality_sides
+            "personality_sides": self.personality_sides,
         }
-    
+
     @classmethod
-    def from_dict(cls, data: Dict) -> 'Personality':
+    def from_dict(cls, data: Dict) -> "Personality":
         """从字典创建人格特质实例"""
         instance = cls.get_instance()
         for key, value in data.items():
             setattr(instance, key, value)
-        return instance 
-    
-    def get_prompt(self,x_person,level):
+        return instance
+
+    def get_prompt(self, x_person, level):
         # 开始构建prompt
         if x_person == 2:
             prompt_personality = "你"
@@ -126,10 +128,10 @@ class Personality:
             prompt_personality = "我"
         else:
             prompt_personality = "他"
-        #person
-        
+        # person
+
         prompt_personality += self.personality_core
-        
+
         if level == 2:
             personality_sides = self.personality_sides
             random.shuffle(personality_sides)
@@ -140,5 +142,5 @@ class Personality:
                 prompt_personality += f",{side}"
 
         prompt_personality += "。"
-        
+
         return prompt_personality
diff --git a/src/individuality/scene.py b/src/individuality/scene.py
index b94d55046..76304dbbd 100644
--- a/src/individuality/scene.py
+++ b/src/individuality/scene.py
@@ -2,6 +2,7 @@ import json
 from typing import Dict
 import os
 
+
 def load_scenes() -> Dict:
     """
     从JSON文件加载场景数据
@@ -10,13 +11,15 @@ def load_scenes() -> Dict:
         Dict: 包含所有场景的字典
     """
     current_dir = os.path.dirname(os.path.abspath(__file__))
-    json_path = os.path.join(current_dir, 'template_scene.json')
-    
-    with open(json_path, 'r', encoding='utf-8') as f:
+    json_path = os.path.join(current_dir, "template_scene.json")
+
+    with open(json_path, "r", encoding="utf-8") as f:
         return json.load(f)
 
+
 PERSONALITY_SCENES = load_scenes()
 
+
 def get_scene_by_factor(factor: str) -> Dict:
     """
     根据人格因子获取对应的情景测试
diff --git a/src/main.py b/src/main.py
index b3cf07e12..aa6f908bf 100644
--- a/src/main.py
+++ b/src/main.py
@@ -100,7 +100,7 @@ class MainSystem:
             weight=global_config.weight,
             age=global_config.age,
             gender=global_config.gender,
-            appearance=global_config.appearance
+            appearance=global_config.appearance,
         )
         logger.success("个体特征初始化成功")
 
@@ -135,7 +135,6 @@ class MainSystem:
             await asyncio.sleep(global_config.build_memory_interval)
             logger.info("正在进行记忆构建")
             await HippocampusManager.get_instance().build_memory()
-            
 
     async def forget_memory_task(self):
         """记忆遗忘任务"""
@@ -144,7 +143,6 @@ class MainSystem:
             print("\033[1;32m[记忆遗忘]\033[0m 开始遗忘记忆...")
             await HippocampusManager.get_instance().forget_memory(percentage=global_config.memory_forget_percentage)
             print("\033[1;32m[记忆遗忘]\033[0m 记忆遗忘完成")
-            
 
     async def print_mood_task(self):
         """打印情绪状态"""
diff --git a/src/plugins/PFC/chat_observer.py b/src/plugins/PFC/chat_observer.py
index 532afc9db..c918576e2 100644
--- a/src/plugins/PFC/chat_observer.py
+++ b/src/plugins/PFC/chat_observer.py
@@ -1,6 +1,6 @@
 import time
 import asyncio
-from typing import Optional, Dict, Any, List, Tuple 
+from typing import Optional, Dict, Any, List, Tuple
 from src.common.logger import get_module_logger
 from src.common.database import db
 from ..message.message_base import UserInfo
@@ -8,99 +8,97 @@ from ..config.config import global_config
 
 logger = get_module_logger("chat_observer")
 
+
 class ChatObserver:
     """聊天状态观察器"""
-    
+
     # 类级别的实例管理
-    _instances: Dict[str, 'ChatObserver'] = {}
-    
+    _instances: Dict[str, "ChatObserver"] = {}
+
     @classmethod
-    def get_instance(cls, stream_id: str) -> 'ChatObserver':
+    def get_instance(cls, stream_id: str) -> "ChatObserver":
         """获取或创建观察器实例
-        
+
         Args:
             stream_id: 聊天流ID
-            
+
         Returns:
             ChatObserver: 观察器实例
         """
         if stream_id not in cls._instances:
             cls._instances[stream_id] = cls(stream_id)
         return cls._instances[stream_id]
-    
+
     def __init__(self, stream_id: str):
         """初始化观察器
-        
+
         Args:
             stream_id: 聊天流ID
         """
         if stream_id in self._instances:
             raise RuntimeError(f"ChatObserver for {stream_id} already exists. Use get_instance() instead.")
-            
+
         self.stream_id = stream_id
         self.last_user_speak_time: Optional[float] = None  # 对方上次发言时间
-        self.last_bot_speak_time: Optional[float] = None   # 机器人上次发言时间
-        self.last_check_time: float = time.time()         # 上次查看聊天记录时间
-        self.last_message_read: Optional[str] = None      # 最后读取的消息ID
-        self.last_message_time: Optional[float] = None    # 最后一条消息的时间戳
-        
-        self.waiting_start_time: Optional[float] = None    # 等待开始时间
-        
+        self.last_bot_speak_time: Optional[float] = None  # 机器人上次发言时间
+        self.last_check_time: float = time.time()  # 上次查看聊天记录时间
+        self.last_message_read: Optional[str] = None  # 最后读取的消息ID
+        self.last_message_time: Optional[float] = None  # 最后一条消息的时间戳
+
+        self.waiting_start_time: Optional[float] = None  # 等待开始时间
+
         # 消息历史记录
         self.message_history: List[Dict[str, Any]] = []  # 所有消息历史
-        self.last_message_id: Optional[str] = None       # 最后一条消息的ID
-        self.message_count: int = 0                      # 消息计数
-        
+        self.last_message_id: Optional[str] = None  # 最后一条消息的ID
+        self.message_count: int = 0  # 消息计数
+
         # 运行状态
         self._running: bool = False
         self._task: Optional[asyncio.Task] = None
         self._update_event = asyncio.Event()  # 触发更新的事件
         self._update_complete = asyncio.Event()  # 更新完成的事件
-    
+
     def check(self) -> bool:
         """检查距离上一次观察之后是否有了新消息
-        
+
         Returns:
             bool: 是否有新消息
         """
         logger.debug(f"检查距离上一次观察之后是否有了新消息: {self.last_check_time}")
-        
-        query = {
-            "chat_id": self.stream_id,
-            "time": {"$gt": self.last_check_time}
-        }
-        
+
+        query = {"chat_id": self.stream_id, "time": {"$gt": self.last_check_time}}
+
         # 只需要查询是否存在，不需要获取具体消息
         new_message_exists = db.messages.find_one(query) is not None
-        
+
         if new_message_exists:
             logger.debug("发现新消息")
             self.last_check_time = time.time()
-        
+
         return new_message_exists
-    
+
     def get_new_message(self) -> Tuple[List[Dict[str, Any]], List[Dict[str, Any]]]:
         """获取上一次观察的时间点后的新消息，插入到历史记录中，并返回新消息和历史记录两个对象"""
         messages = self.get_message_history(self.last_check_time)
         for message in messages:
             self._add_message_to_history(message)
         return messages, self.message_history
-    
+
     def new_message_after(self, time_point: float) -> bool:
         """判断是否在指定时间点后有新消息
-        
+
         Args:
             time_point: 时间戳
-            
+
         Returns:
             bool: 是否有新消息
         """
         logger.debug(f"判断是否在指定时间点后有新消息: {self.last_message_time} > {time_point}")
         return self.last_message_time is None or self.last_message_time > time_point
-     
+
     def _add_message_to_history(self, message: Dict[str, Any]):
         """添加消息到历史记录
-        
+
         Args:
             message: 消息数据
         """
@@ -108,54 +106,53 @@ class ChatObserver:
         self.last_message_id = message["message_id"]
         self.last_message_time = message["time"]  # 更新最后消息时间
         self.message_count += 1
-        
+
         # 更新说话时间
         user_info = UserInfo.from_dict(message.get("user_info", {}))
         if user_info.user_id == global_config.BOT_QQ:
             self.last_bot_speak_time = message["time"]
         else:
             self.last_user_speak_time = message["time"]
-            
+
     def get_message_history(
         self,
         start_time: Optional[float] = None,
         end_time: Optional[float] = None,
         limit: Optional[int] = None,
-        user_id: Optional[str] = None
+        user_id: Optional[str] = None,
     ) -> List[Dict[str, Any]]:
         """获取消息历史
-        
+
         Args:
             start_time: 开始时间戳
             end_time: 结束时间戳
             limit: 限制返回消息数量
             user_id: 指定用户ID
-            
+
         Returns:
             List[Dict[str, Any]]: 消息列表
         """
         filtered_messages = self.message_history
-        
+
         if start_time is not None:
             filtered_messages = [m for m in filtered_messages if m["time"] >= start_time]
-            
+
         if end_time is not None:
             filtered_messages = [m for m in filtered_messages if m["time"] <= end_time]
-            
+
         if user_id is not None:
             filtered_messages = [
-                m for m in filtered_messages 
-                if UserInfo.from_dict(m.get("user_info", {})).user_id == user_id
+                m for m in filtered_messages if UserInfo.from_dict(m.get("user_info", {})).user_id == user_id
             ]
-            
+
         if limit is not None:
             filtered_messages = filtered_messages[-limit:]
-            
+
         return filtered_messages
-        
+
     async def _fetch_new_messages(self) -> List[Dict[str, Any]]:
         """获取新消息
-        
+
         Returns:
             List[Dict[str, Any]]: 新消息列表
         """
@@ -165,42 +162,37 @@ class ChatObserver:
             last_message = db.messages.find_one({"message_id": self.last_message_read})
             if last_message:
                 query["time"] = {"$gt": last_message["time"]}
-                
-        new_messages = list(
-            db.messages.find(query).sort("time", 1)
-        )
-        
+
+        new_messages = list(db.messages.find(query).sort("time", 1))
+
         if new_messages:
             self.last_message_read = new_messages[-1]["message_id"]
-            
+
         return new_messages
-    
+
     async def _fetch_new_messages_before(self, time_point: float) -> List[Dict[str, Any]]:
         """获取指定时间点之前的消息
-        
+
         Args:
             time_point: 时间戳
-            
+
         Returns:
             List[Dict[str, Any]]: 最多5条消息
         """
-        query = {
-            "chat_id": self.stream_id,
-            "time": {"$lt": time_point}
-        }
-                
+        query = {"chat_id": self.stream_id, "time": {"$lt": time_point}}
+
         new_messages = list(
             db.messages.find(query).sort("time", -1).limit(5)  # 倒序获取5条
         )
-        
+
         # 将消息按时间正序排列
         new_messages.reverse()
-        
+
         if new_messages:
             self.last_message_read = new_messages[-1]["message_id"]
-            
+
         return new_messages
-        
+
     async def _update_loop(self):
         """更新循环"""
         try:
@@ -210,7 +202,7 @@ class ChatObserver:
                 self._add_message_to_history(message)
         except Exception as e:
             logger.error(f"缓冲消息出错: {e}")
-        
+
         while self._running:
             try:
                 # 等待事件或超时（1秒）
@@ -218,35 +210,35 @@ class ChatObserver:
                     await asyncio.wait_for(self._update_event.wait(), timeout=1)
                 except asyncio.TimeoutError:
                     pass  # 超时后也执行一次检查
-                
+
                 self._update_event.clear()  # 重置触发事件
                 self._update_complete.clear()  # 重置完成事件
-                
+
                 # 获取新消息
                 new_messages = await self._fetch_new_messages()
-                
+
                 if new_messages:
                     # 处理新消息
                     for message in new_messages:
                         self._add_message_to_history(message)
-                
+
                 # 设置完成事件
                 self._update_complete.set()
-                    
+
             except Exception as e:
                 logger.error(f"更新循环出错: {e}")
                 self._update_complete.set()  # 即使出错也要设置完成事件
-                
+
     def trigger_update(self):
         """触发一次立即更新"""
         self._update_event.set()
-        
+
     async def wait_for_update(self, timeout: float = 5.0) -> bool:
         """等待更新完成
-        
+
         Args:
             timeout: 超时时间（秒）
-            
+
         Returns:
             bool: 是否成功完成更新（False表示超时）
         """
@@ -256,16 +248,16 @@ class ChatObserver:
         except asyncio.TimeoutError:
             logger.warning(f"等待更新完成超时（{timeout}秒）")
             return False
-        
+
     def start(self):
         """启动观察器"""
         if self._running:
             return
-            
+
         self._running = True
         self._task = asyncio.create_task(self._update_loop())
         logger.info(f"ChatObserver for {self.stream_id} started")
-        
+
     def stop(self):
         """停止观察器"""
         self._running = False
@@ -274,15 +266,15 @@ class ChatObserver:
         if self._task:
             self._task.cancel()
         logger.info(f"ChatObserver for {self.stream_id} stopped")
-        
+
     async def process_chat_history(self, messages: list):
         """处理聊天历史
-        
+
         Args:
             messages: 消息列表
         """
         self.update_check_time()
-        
+
         for msg in messages:
             try:
                 user_info = UserInfo.from_dict(msg.get("user_info", {}))
@@ -292,31 +284,31 @@ class ChatObserver:
                     self.update_user_speak_time(msg["time"])
             except Exception as e:
                 logger.warning(f"处理消息时间时出错: {e}")
-                continue 
-        
+                continue
+
     def update_check_time(self):
         """更新查看时间"""
         self.last_check_time = time.time()
-        
+
     def update_bot_speak_time(self, speak_time: Optional[float] = None):
         """更新机器人说话时间"""
         self.last_bot_speak_time = speak_time or time.time()
-        
+
     def update_user_speak_time(self, speak_time: Optional[float] = None):
         """更新用户说话时间"""
         self.last_user_speak_time = speak_time or time.time()
-        
+
     def get_time_info(self) -> str:
         """获取时间信息文本"""
         current_time = time.time()
         time_info = ""
-        
+
         if self.last_bot_speak_time:
             bot_speak_ago = current_time - self.last_bot_speak_time
             time_info += f"\n距离你上次发言已经过去了{int(bot_speak_ago)}秒"
-            
+
         if self.last_user_speak_time:
             user_speak_ago = current_time - self.last_user_speak_time
             time_info += f"\n距离对方上次发言已经过去了{int(user_speak_ago)}秒"
-            
+
         return time_info
diff --git a/src/plugins/PFC/pfc.py b/src/plugins/PFC/pfc.py
index 446b280c3..6816488aa 100644
--- a/src/plugins/PFC/pfc.py
+++ b/src/plugins/PFC/pfc.py
@@ -1,5 +1,5 @@
-#Programmable Friendly Conversationalist
-#Prefrontal cortex
+# Programmable Friendly Conversationalist
+# Prefrontal cortex
 import datetime
 import asyncio
 from typing import List, Optional, Dict, Any, Tuple, Literal
@@ -26,6 +26,7 @@ logger = get_module_logger("pfc")
 
 class ConversationState(Enum):
     """对话状态"""
+
     INIT = "初始化"
     RETHINKING = "重新思考"
     ANALYZING = "分析历史"
@@ -44,40 +45,37 @@ ActionType = Literal["direct_reply", "fetch_knowledge", "wait"]
 
 class ActionPlanner:
     """行动规划器"""
-    
+
     def __init__(self, stream_id: str):
         self.llm = LLM_request(
-            model=global_config.llm_normal,
-            temperature=0.7,
-            max_tokens=1000,
-            request_type="action_planning"
+            model=global_config.llm_normal, temperature=0.7, max_tokens=1000, request_type="action_planning"
         )
-        self.personality_info = Individuality.get_instance().get_prompt(type = "personality", x_person = 2, level = 2)
+        self.personality_info = Individuality.get_instance().get_prompt(type="personality", x_person=2, level=2)
         self.name = global_config.BOT_NICKNAME
         self.chat_observer = ChatObserver.get_instance(stream_id)
-        
+
     async def plan(
-        self, 
-        goal: str, 
-        method: str, 
+        self,
+        goal: str,
+        method: str,
         reasoning: str,
         action_history: List[Dict[str, str]] = None,
         chat_observer: Optional[ChatObserver] = None,  # 添加chat_observer参数
     ) -> Tuple[str, str]:
         """规划下一步行动
-        
+
         Args:
             goal: 对话目标
             reasoning: 目标原因
             action_history: 行动历史记录
-            
+
         Returns:
             Tuple[str, str]: (行动类型, 行动原因)
         """
         # 构建提示词
         # 获取最近20条消息
         self.chat_observer.waiting_start_time = time.time()
-        
+
         messages = self.chat_observer.get_message_history(limit=20)
         chat_history_text = ""
         for msg in messages:
@@ -87,13 +85,13 @@ class ActionPlanner:
             if sender == self.name:
                 sender = "你说"
             chat_history_text += f"{time_str},{sender}:{msg.get('processed_plain_text', '')}\n"
-            
+
         personality_text = f"你的名字是{self.name}，{self.personality_info}"
-        
+
         # 构建action历史文本
         action_history_text = ""
         if action_history:
-            if action_history[-1]['action'] == "direct_reply":
+            if action_history[-1]["action"] == "direct_reply":
                 action_history_text = "你刚刚发言回复了对方"
 
         # 获取时间信息
@@ -127,29 +125,34 @@ judge_conversation: 判断对话是否结束，当发现对话目标已经达到
         try:
             content, _ = await self.llm.generate_response_async(prompt)
             logger.debug(f"LLM原始返回内容: {content}")
-            
+
             # 使用简化函数提取JSON内容
             success, result = get_items_from_json(
-                content,
-                "action", "reason",
-                default_values={"action": "direct_reply", "reason": "默认原因"}
+                content, "action", "reason", default_values={"action": "direct_reply", "reason": "默认原因"}
             )
-            
+
             if not success:
                 return "direct_reply", "JSON解析失败，选择直接回复"
-            
+
             action = result["action"]
             reason = result["reason"]
-            
+
             # 验证action类型
-            if action not in ["direct_reply", "fetch_knowledge", "wait", "listening", "rethink_goal", "judge_conversation"]:
+            if action not in [
+                "direct_reply",
+                "fetch_knowledge",
+                "wait",
+                "listening",
+                "rethink_goal",
+                "judge_conversation",
+            ]:
                 logger.warning(f"未知的行动类型: {action}，默认使用listening")
                 action = "listening"
-                
+
             logger.info(f"规划的行动: {action}")
             logger.info(f"行动原因: {reason}")
             return action, reason
-            
+
         except Exception as e:
             logger.error(f"规划行动时出错: {str(e)}")
             return "direct_reply", "发生错误，选择直接回复"
@@ -157,20 +160,17 @@ judge_conversation: 判断对话是否结束，当发现对话目标已经达到
 
 class GoalAnalyzer:
     """对话目标分析器"""
-    
+
     def __init__(self, stream_id: str):
         self.llm = LLM_request(
-            model=global_config.llm_normal,
-            temperature=0.7,
-            max_tokens=1000,
-            request_type="conversation_goal"
+            model=global_config.llm_normal, temperature=0.7, max_tokens=1000, request_type="conversation_goal"
         )
-        
-        self.personality_info = Individuality.get_instance().get_prompt(type = "personality", x_person = 2, level = 2)
+
+        self.personality_info = Individuality.get_instance().get_prompt(type="personality", x_person=2, level=2)
         self.name = global_config.BOT_NICKNAME
         self.nick_name = global_config.BOT_ALIAS_NAMES
         self.chat_observer = ChatObserver.get_instance(stream_id)
-        
+
         # 多目标存储结构
         self.goals = []  # 存储多个目标
         self.max_goals = 3  # 同时保持的最大目标数量
@@ -178,10 +178,10 @@ class GoalAnalyzer:
 
     async def analyze_goal(self) -> Tuple[str, str, str]:
         """分析对话历史并设定目标
-        
+
         Args:
             chat_history: 聊天历史记录列表
-            
+
         Returns:
             Tuple[str, str, str]: (目标, 方法, 原因)
         """
@@ -198,16 +198,16 @@ class GoalAnalyzer:
                     if sender == self.name:
                         sender = "你说"
                     chat_history_text += f"{time_str},{sender}:{msg.get('processed_plain_text', '')}\n"
-                    
+
                 personality_text = f"你的名字是{self.name}，{self.personality_info}"
-                
+
                 # 构建当前已有目标的文本
                 existing_goals_text = ""
                 if self.goals:
                     existing_goals_text = "当前已有的对话目标:\n"
                     for i, (goal, _, reason) in enumerate(self.goals):
-                        existing_goals_text += f"{i+1}. 目标: {goal}, 原因: {reason}\n"
-                    
+                        existing_goals_text += f"{i + 1}. 目标: {goal}, 原因: {reason}\n"
+
                 prompt = f"""{personality_text}。现在你在参与一场QQ聊天，请分析以下聊天记录，并根据你的性格特征确定多个明确的对话目标。
 这些目标应该反映出对话的不同方面和意图。
 
@@ -235,46 +235,44 @@ class GoalAnalyzer:
                 logger.debug(f"发送到LLM的提示词: {prompt}")
                 content, _ = await self.llm.generate_response_async(prompt)
                 logger.debug(f"LLM原始返回内容: {content}")
-                
+
                 # 使用简化函数提取JSON内容
                 success, result = get_items_from_json(
-                    content,
-                    "goal", "reasoning",
-                    required_types={"goal": str, "reasoning": str}
+                    content, "goal", "reasoning", required_types={"goal": str, "reasoning": str}
                 )
-                
+
                 if not success:
                     logger.error(f"无法解析JSON，重试第{retry + 1}次")
                     continue
-                    
+
                 goal = result["goal"]
                 reasoning = result["reasoning"]
-                
+
                 # 使用默认的方法
                 method = "以友好的态度回应"
-                
+
                 # 更新目标列表
                 await self._update_goals(goal, method, reasoning)
-                
+
                 # 返回当前最主要的目标
                 if self.goals:
                     current_goal, current_method, current_reasoning = self.goals[0]
                     return current_goal, current_method, current_reasoning
                 else:
                     return goal, method, reasoning
-                
+
             except Exception as e:
                 logger.error(f"分析对话目标时出错: {str(e)}，重试第{retry + 1}次")
                 if retry == max_retries - 1:
                     return "保持友好的对话", "以友好的态度回应", "确保对话顺利进行"
                 continue
-        
+
         # 所有重试都失败后的默认返回
         return "保持友好的对话", "以友好的态度回应", "确保对话顺利进行"
-    
+
     async def _update_goals(self, new_goal: str, method: str, reasoning: str):
         """更新目标列表
-        
+
         Args:
             new_goal: 新的目标
             method: 实现目标的方法
@@ -288,23 +286,23 @@ class GoalAnalyzer:
                 # 将此目标移到列表前面（最主要的位置）
                 self.goals.insert(0, self.goals.pop(i))
                 return
-        
+
         # 添加新目标到列表前面
         self.goals.insert(0, (new_goal, method, reasoning))
-        
+
         # 限制目标数量
         if len(self.goals) > self.max_goals:
             self.goals.pop()  # 移除最老的目标
-    
+
     def _calculate_similarity(self, goal1: str, goal2: str) -> float:
         """简单计算两个目标之间的相似度
-        
+
         这里使用一个简单的实现，实际可以使用更复杂的文本相似度算法
-        
+
         Args:
             goal1: 第一个目标
             goal2: 第二个目标
-            
+
         Returns:
             float: 相似度得分 (0-1)
         """
@@ -314,18 +312,18 @@ class GoalAnalyzer:
         overlap = len(words1.intersection(words2))
         total = len(words1.union(words2))
         return overlap / total if total > 0 else 0
-    
+
     async def get_all_goals(self) -> List[Tuple[str, str, str]]:
         """获取所有当前目标
-        
+
         Returns:
             List[Tuple[str, str, str]]: 目标列表，每项为(目标, 方法, 原因)
         """
         return self.goals.copy()
-    
+
     async def get_alternative_goals(self) -> List[Tuple[str, str, str]]:
         """获取除了当前主要目标外的其他备选目标
-        
+
         Returns:
             List[Tuple[str, str, str]]: 备选目标列表
         """
@@ -343,9 +341,9 @@ class GoalAnalyzer:
             if sender == self.name:
                 sender = "你说"
             chat_history_text += f"{time_str},{sender}:{msg.get('processed_plain_text', '')}\n"
-            
+
         personality_text = f"你的名字是{self.name}，{self.personality_info}"
-        
+
         prompt = f"""{personality_text}。现在你在参与一场QQ聊天，
         当前对话目标：{goal}
         产生该对话目标的原因：{reasoning}
@@ -368,21 +366,19 @@ class GoalAnalyzer:
         try:
             content, _ = await self.llm.generate_response_async(prompt)
             logger.debug(f"LLM原始返回内容: {content}")
-            
+
             # 使用简化函数提取JSON内容
             success, result = get_items_from_json(
                 content,
-                "goal_achieved", "stop_conversation", "reason",
-                required_types={
-                    "goal_achieved": bool,
-                    "stop_conversation": bool,
-                    "reason": str
-                }
+                "goal_achieved",
+                "stop_conversation",
+                "reason",
+                required_types={"goal_achieved": bool, "stop_conversation": bool, "reason": str},
             )
-            
+
             if not success:
                 return False, False, "确保对话顺利进行"
-            
+
             # 如果当前目标达成，从目标列表中移除
             if result["goal_achieved"] and not result["stop_conversation"]:
                 for i, (g, _, _) in enumerate(self.goals):
@@ -392,9 +388,9 @@ class GoalAnalyzer:
                         if self.goals:
                             result["stop_conversation"] = False
                         break
-            
+
             return result["goal_achieved"], result["stop_conversation"], result["reason"]
-            
+
         except Exception as e:
             logger.error(f"分析对话目标时出错: {str(e)}")
             return False, False, "确保对话顺利进行"
@@ -402,14 +398,15 @@ class GoalAnalyzer:
 
 class Waiter:
     """快 速 等 待"""
+
     def __init__(self, stream_id: str):
         self.chat_observer = ChatObserver.get_instance(stream_id)
-        self.personality_info = Individuality.get_instance().get_prompt(type = "personality", x_person = 2, level = 2)
+        self.personality_info = Individuality.get_instance().get_prompt(type="personality", x_person=2, level=2)
         self.name = global_config.BOT_NICKNAME
-        
+
     async def wait(self) -> bool:
         """等待
-        
+
         Returns:
             bool: 是否超时（True表示超时）
         """
@@ -424,39 +421,36 @@ class Waiter:
         logger.info("等待结束")
         return False
 
-        
+
 class ReplyGenerator:
     """回复生成器"""
-    
+
     def __init__(self, stream_id: str):
         self.llm = LLM_request(
-            model=global_config.llm_normal,
-            temperature=0.7,
-            max_tokens=300,
-            request_type="reply_generation"
+            model=global_config.llm_normal, temperature=0.7, max_tokens=300, request_type="reply_generation"
         )
-        self.personality_info = Individuality.get_instance().get_prompt(type = "personality", x_person = 2, level = 2)
+        self.personality_info = Individuality.get_instance().get_prompt(type="personality", x_person=2, level=2)
         self.name = global_config.BOT_NICKNAME
         self.chat_observer = ChatObserver.get_instance(stream_id)
         self.reply_checker = ReplyChecker(stream_id)
-        
+
     async def generate(
         self,
         goal: str,
         chat_history: List[Message],
         knowledge_cache: Dict[str, str],
         previous_reply: Optional[str] = None,
-        retry_count: int = 0
+        retry_count: int = 0,
     ) -> str:
         """生成回复
-        
+
         Args:
             goal: 对话目标
             chat_history: 聊天历史
             knowledge_cache: 知识缓存
             previous_reply: 上一次生成的回复（如果有）
             retry_count: 当前重试次数
-            
+
         Returns:
             str: 生成的回复
         """
@@ -465,7 +459,7 @@ class ReplyGenerator:
         self.chat_observer.trigger_update()  # 触发立即更新
         if not await self.chat_observer.wait_for_update():
             logger.warning("等待消息更新超时")
-                
+
         messages = self.chat_observer.get_message_history(limit=20)
         chat_history_text = ""
         for msg in messages:
@@ -475,7 +469,7 @@ class ReplyGenerator:
             if sender == self.name:
                 sender = "你说"
             chat_history_text += f"{time_str},{sender}:{msg.get('processed_plain_text', '')}\n"
-        
+
         # 整理知识缓存
         knowledge_text = ""
         if knowledge_cache:
@@ -486,14 +480,14 @@ class ReplyGenerator:
             elif isinstance(knowledge_cache, list):
                 for item in knowledge_cache:
                     knowledge_text += f"\n{item}"
-                
+
         # 添加上一次生成的回复信息
         previous_reply_text = ""
         if previous_reply:
             previous_reply_text = f"\n上一次生成的回复（需要改进）：\n{previous_reply}"
-        
+
         personality_text = f"你的名字是{self.name}，{self.personality_info}"
-        
+
         prompt = f"""{personality_text}。现在你在参与一场QQ聊天，请根据以下信息生成回复：
 
 当前对话目标：{goal}
@@ -507,7 +501,7 @@ class ReplyGenerator:
 2. 体现你的性格特征
 3. 自然流畅，像正常聊天一样，简短
 4. 适当利用相关知识，但不要生硬引用
-{'5. 改进上一次回复中的问题' if previous_reply else ''}
+{"5. 改进上一次回复中的问题" if previous_reply else ""}
 
 请注意把握聊天内容，不要回复的太有条理，可以有个性。请分清"你"和对方说的话，不要把"你"说的话当做对方说的话，这是你自己说的话。
 请你回复的平淡一些，简短一些，说中文，不要刻意突出自身学科背景，尽量不要说你说过的话 
@@ -521,34 +515,26 @@ class ReplyGenerator:
             logger.info(f"生成的回复: {content}")
             is_new = self.chat_observer.check()
             logger.debug(f"再看一眼聊天记录，{'有' if is_new else '没有'}新消息")
-            
+
             # 如果有新消息,重新生成回复
             if is_new:
                 logger.info("检测到新消息,重新生成回复")
-                return await self.generate(
-                    goal, chat_history, knowledge_cache,
-                    None, retry_count
-                )
-                
+                return await self.generate(goal, chat_history, knowledge_cache, None, retry_count)
+
             return content
-            
+
         except Exception as e:
             logger.error(f"生成回复时出错: {e}")
             return "抱歉，我现在有点混乱，让我重新思考一下..."
 
-    async def check_reply(
-        self,
-        reply: str,
-        goal: str,
-        retry_count: int = 0
-    ) -> Tuple[bool, str, bool]:
+    async def check_reply(self, reply: str, goal: str, retry_count: int = 0) -> Tuple[bool, str, bool]:
         """检查回复是否合适
-        
+
         Args:
             reply: 生成的回复
             goal: 对话目标
             retry_count: 当前重试次数
-            
+
         Returns:
             Tuple[bool, str, bool]: (是否合适, 原因, 是否需要重新规划)
         """
@@ -557,18 +543,18 @@ class ReplyGenerator:
 
 class Conversation:
     # 类级别的实例管理
-    _instances: Dict[str, 'Conversation'] = {}
+    _instances: Dict[str, "Conversation"] = {}
     _instance_lock = asyncio.Lock()  # 类级别的全局锁
     _init_events: Dict[str, asyncio.Event] = {}  # 初始化完成事件
     _initializing: Dict[str, bool] = {}  # 标记是否正在初始化
-    
+
     @classmethod
-    async def get_instance(cls, stream_id: str) -> Optional['Conversation']:
+    async def get_instance(cls, stream_id: str) -> Optional["Conversation"]:
         """获取或创建对话实例
-        
+
         Args:
             stream_id: 聊天流ID
-            
+
         Returns:
             Optional[Conversation]: 对话实例，如果创建或等待失败则返回None
         """
@@ -586,23 +572,23 @@ class Conversation:
                         return None
                     finally:
                         await cls._instance_lock.acquire()
-                
+
                 # 如果实例不存在，创建新实例
                 if stream_id not in cls._instances:
                     cls._instances[stream_id] = cls(stream_id)
                     cls._init_events[stream_id] = asyncio.Event()
                     cls._initializing[stream_id] = True
                     logger.info(f"创建新的对话实例: {stream_id}")
-                
+
                 return cls._instances[stream_id]
         except Exception as e:
             logger.error(f"获取对话实例失败: {e}")
             return None
-    
+
     @classmethod
     async def remove_instance(cls, stream_id: str):
         """删除对话实例
-        
+
         Args:
             stream_id: 聊天流ID
         """
@@ -628,16 +614,16 @@ class Conversation:
         self.goal_reasoning: Optional[str] = None
         self.generated_reply: Optional[str] = None
         self.should_continue = True
-        
+
         # 初始化聊天观察器
         self.chat_observer = ChatObserver.get_instance(stream_id)
-        
+
         # 添加action历史记录
         self.action_history: List[Dict[str, str]] = []
-        
+
         # 知识缓存
         self.knowledge_cache: Dict[str, str] = {}  # 确保初始化为字典
-        
+
         # 初始化各个组件
         self.goal_analyzer = GoalAnalyzer(self.stream_id)
         self.action_planner = ActionPlanner(self.stream_id)
@@ -645,14 +631,14 @@ class Conversation:
         self.knowledge_fetcher = KnowledgeFetcher()
         self.direct_sender = DirectMessageSender()
         self.waiter = Waiter(self.stream_id)
-        
+
         # 创建聊天流
         self.chat_stream = chat_manager.get_stream(self.stream_id)
 
     def _clear_knowledge_cache(self):
         """清空知识缓存"""
         self.knowledge_cache.clear()  # 使用clear方法清空字典
-        
+
     async def start(self):
         """开始对话流程"""
         try:
@@ -674,38 +660,38 @@ class Conversation:
         """对话循环"""
         # 获取最近的消息历史
         self.current_goal, self.current_method, self.goal_reasoning = await self.goal_analyzer.analyze_goal()
-        
+
         while self.should_continue:
             # 执行行动
             self.chat_observer.trigger_update()  # 触发立即更新
             if not await self.chat_observer.wait_for_update():
                 logger.warning("等待消息更新超时")
-            
+
             action, reason = await self.action_planner.plan(
                 self.current_goal,
                 self.current_method,
                 self.goal_reasoning,
                 self.action_history,  # 传入action历史
-                self.chat_observer  # 传入chat_observer
+                self.chat_observer,  # 传入chat_observer
             )
-            
+
             # 执行行动
             await self._handle_action(action, reason)
-            
+
     def _convert_to_message(self, msg_dict: Dict[str, Any]) -> Message:
         """将消息字典转换为Message对象"""
         try:
             chat_info = msg_dict.get("chat_info", {})
             chat_stream = ChatStream.from_dict(chat_info)
             user_info = UserInfo.from_dict(msg_dict.get("user_info", {}))
-            
+
             return Message(
                 message_id=msg_dict["message_id"],
                 chat_stream=chat_stream,
                 time=msg_dict["time"],
                 user_info=user_info,
                 processed_plain_text=msg_dict.get("processed_plain_text", ""),
-                detailed_plain_text=msg_dict.get("detailed_plain_text", "")
+                detailed_plain_text=msg_dict.get("detailed_plain_text", ""),
             )
         except Exception as e:
             logger.warning(f"转换消息时出错: {e}")
@@ -714,18 +700,16 @@ class Conversation:
     async def _handle_action(self, action: str, reason: str):
         """处理规划的行动"""
         logger.info(f"执行行动: {action}, 原因: {reason}")
-        
+
         # 记录action历史
-        self.action_history.append({
-            "action": action,
-            "reason": reason,
-            "time": datetime.datetime.now().strftime("%H:%M:%S")
-        })
-        
+        self.action_history.append(
+            {"action": action, "reason": reason, "time": datetime.datetime.now().strftime("%H:%M:%S")}
+        )
+
         # 只保留最近的10条记录
         if len(self.action_history) > 10:
             self.action_history = self.action_history[-10:]
-        
+
         if action == "direct_reply":
             self.state = ConversationState.GENERATING
             messages = self.chat_observer.get_message_history(limit=30)
@@ -733,15 +717,14 @@ class Conversation:
                 self.current_goal,
                 self.current_method,
                 [self._convert_to_message(msg) for msg in messages],
-                self.knowledge_cache
+                self.knowledge_cache,
             )
-            
+
             # 检查回复是否合适
             is_suitable, reason, need_replan = await self.reply_generator.check_reply(
-                self.generated_reply,
-                self.current_goal
+                self.generated_reply, self.current_goal
             )
-            
+
             if not is_suitable:
                 logger.warning(f"生成的回复不合适，原因: {reason}")
                 if need_replan:
@@ -756,29 +739,34 @@ class Conversation:
                             self.current_goal,
                             self.current_method,
                             [self._convert_to_message(msg) for msg in messages],
-                            self.knowledge_cache
+                            self.knowledge_cache,
                         )
                         # 检查使用新目标生成的回复是否合适
                         is_suitable, reason, _ = await self.reply_generator.check_reply(
-                            self.generated_reply,
-                            self.current_goal
+                            self.generated_reply, self.current_goal
                         )
                         if is_suitable:
                             # 如果新目标的回复合适，调整目标优先级
                             await self.goal_analyzer._update_goals(
-                                self.current_goal, 
-                                self.current_method, 
-                                self.goal_reasoning
+                                self.current_goal, self.current_method, self.goal_reasoning
                             )
                         else:
                             # 如果新目标还是不合适，重新思考目标
                             self.state = ConversationState.RETHINKING
-                            self.current_goal, self.current_method, self.goal_reasoning = await self.goal_analyzer.analyze_goal()
+                            (
+                                self.current_goal,
+                                self.current_method,
+                                self.goal_reasoning,
+                            ) = await self.goal_analyzer.analyze_goal()
                             return
                     else:
                         # 没有备选目标，重新分析
                         self.state = ConversationState.RETHINKING
-                        self.current_goal, self.current_method, self.goal_reasoning = await self.goal_analyzer.analyze_goal()
+                        (
+                            self.current_goal,
+                            self.current_method,
+                            self.goal_reasoning,
+                        ) = await self.goal_analyzer.analyze_goal()
                         return
                 else:
                     # 重新生成回复
@@ -787,9 +775,9 @@ class Conversation:
                         self.current_method,
                         [self._convert_to_message(msg) for msg in messages],
                         self.knowledge_cache,
-                        self.generated_reply  # 将不合适的回复作为previous_reply传入
+                        self.generated_reply,  # 将不合适的回复作为previous_reply传入
                     )
-            
+
             while self.chat_observer.check():
                 if not is_suitable:
                     logger.warning(f"生成的回复不合适，原因: {reason}")
@@ -805,13 +793,17 @@ class Conversation:
                                 self.current_goal,
                                 self.current_method,
                                 [self._convert_to_message(msg) for msg in messages],
-                                self.knowledge_cache
+                                self.knowledge_cache,
                             )
                             is_suitable = True  # 假设使用新目标后回复是合适的
                         else:
                             # 没有备选目标，重新分析
                             self.state = ConversationState.RETHINKING
-                            self.current_goal, self.current_method, self.goal_reasoning = await self.goal_analyzer.analyze_goal()
+                            (
+                                self.current_goal,
+                                self.current_method,
+                                self.goal_reasoning,
+                            ) = await self.goal_analyzer.analyze_goal()
                             return
                     else:
                         # 重新生成回复
@@ -820,36 +812,34 @@ class Conversation:
                             self.current_method,
                             [self._convert_to_message(msg) for msg in messages],
                             self.knowledge_cache,
-                            self.generated_reply  # 将不合适的回复作为previous_reply传入
+                            self.generated_reply,  # 将不合适的回复作为previous_reply传入
                         )
-            
+
             await self._send_reply()
-            
+
         elif action == "fetch_knowledge":
             self.state = ConversationState.GENERATING
             messages = self.chat_observer.get_message_history(limit=30)
             knowledge, sources = await self.knowledge_fetcher.fetch(
-                self.current_goal,
-                [self._convert_to_message(msg) for msg in messages]
+                self.current_goal, [self._convert_to_message(msg) for msg in messages]
             )
             logger.info(f"获取到知识，来源: {sources}")
-            
+
             if knowledge != "未找到相关知识":
                 self.knowledge_cache[sources] = knowledge
-            
+
             self.generated_reply = await self.reply_generator.generate(
                 self.current_goal,
                 self.current_method,
                 [self._convert_to_message(msg) for msg in messages],
-                self.knowledge_cache
+                self.knowledge_cache,
             )
-            
+
             # 检查回复是否合适
             is_suitable, reason, need_replan = await self.reply_generator.check_reply(
-                self.generated_reply,
-                self.current_goal
+                self.generated_reply, self.current_goal
             )
-            
+
             if not is_suitable:
                 logger.warning(f"生成的回复不合适，原因: {reason}")
                 if need_replan:
@@ -861,22 +851,25 @@ class Conversation:
                         logger.info(f"切换到备选目标: {self.current_goal}")
                         # 使用新目标获取知识并生成回复
                         knowledge, sources = await self.knowledge_fetcher.fetch(
-                            self.current_goal,
-                            [self._convert_to_message(msg) for msg in messages]
+                            self.current_goal, [self._convert_to_message(msg) for msg in messages]
                         )
                         if knowledge != "未找到相关知识":
                             self.knowledge_cache[sources] = knowledge
-                            
+
                         self.generated_reply = await self.reply_generator.generate(
                             self.current_goal,
                             self.current_method,
                             [self._convert_to_message(msg) for msg in messages],
-                            self.knowledge_cache
+                            self.knowledge_cache,
                         )
                     else:
                         # 没有备选目标，重新分析
                         self.state = ConversationState.RETHINKING
-                        self.current_goal, self.current_method, self.goal_reasoning = await self.goal_analyzer.analyze_goal()
+                        (
+                            self.current_goal,
+                            self.current_method,
+                            self.goal_reasoning,
+                        ) = await self.goal_analyzer.analyze_goal()
                         return
                 else:
                     # 重新生成回复
@@ -885,19 +878,21 @@ class Conversation:
                         self.current_method,
                         [self._convert_to_message(msg) for msg in messages],
                         self.knowledge_cache,
-                        self.generated_reply  # 将不合适的回复作为previous_reply传入
+                        self.generated_reply,  # 将不合适的回复作为previous_reply传入
                     )
-            
+
             await self._send_reply()
-        
+
         elif action == "rethink_goal":
             self.state = ConversationState.RETHINKING
             self.current_goal, self.current_method, self.goal_reasoning = await self.goal_analyzer.analyze_goal()
-        
+
         elif action == "judge_conversation":
             self.state = ConversationState.JUDGING
-            self.goal_achieved, self.stop_conversation, self.reason = await self.goal_analyzer.analyze_conversation(self.current_goal, self.goal_reasoning)
-            
+            self.goal_achieved, self.stop_conversation, self.reason = await self.goal_analyzer.analyze_conversation(
+                self.current_goal, self.goal_reasoning
+            )
+
             # 如果当前目标达成但还有其他目标
             if self.goal_achieved and not self.stop_conversation:
                 alternative_goals = await self.goal_analyzer.get_alternative_goals()
@@ -906,17 +901,17 @@ class Conversation:
                     self.current_goal, self.current_method, self.goal_reasoning = alternative_goals[0]
                     logger.info(f"当前目标已达成，切换到新目标: {self.current_goal}")
                     return
-            
+
             if self.stop_conversation:
                 await self._stop_conversation()
-            
+
         elif action == "listening":
             self.state = ConversationState.LISTENING
             logger.info("倾听对方发言...")
             if await self.waiter.wait():  # 如果返回True表示超时
                 await self._send_timeout_message()
                 await self._stop_conversation()
-            
+
         else:  # wait
             self.state = ConversationState.WAITING
             logger.info("等待更多信息...")
@@ -938,12 +933,12 @@ class Conversation:
             messages = self.chat_observer.get_message_history(limit=1)
             if not messages:
                 return
-                
+
             latest_message = self._convert_to_message(messages[0])
             await self.direct_sender.send_message(
                 chat_stream=self.chat_stream,
                 content="抱歉，由于等待时间过长，我需要先去忙别的了。下次再聊吧~",
-                reply_to_message=latest_message
+                reply_to_message=latest_message,
             )
         except Exception as e:
             logger.error(f"发送超时消息失败: {str(e)}")
@@ -953,23 +948,21 @@ class Conversation:
         if not self.generated_reply:
             logger.warning("没有生成回复")
             return
-            
+
         messages = self.chat_observer.get_message_history(limit=1)
         if not messages:
             logger.warning("没有最近的消息可以回复")
             return
-            
+
         latest_message = self._convert_to_message(messages[0])
         try:
             await self.direct_sender.send_message(
-                chat_stream=self.chat_stream,
-                content=self.generated_reply,
-                reply_to_message=latest_message
+                chat_stream=self.chat_stream, content=self.generated_reply, reply_to_message=latest_message
             )
             self.chat_observer.trigger_update()  # 触发立即更新
             if not await self.chat_observer.wait_for_update():
                 logger.warning("等待消息更新超时")
-            
+
             self.state = ConversationState.ANALYZING
         except Exception as e:
             logger.error(f"发送消息失败: {str(e)}")
@@ -978,7 +971,7 @@ class Conversation:
 
 class DirectMessageSender:
     """直接发送消息到平台的发送器"""
-    
+
     def __init__(self):
         self.logger = get_module_logger("direct_sender")
         self.storage = MessageStorage()
@@ -990,7 +983,7 @@ class DirectMessageSender:
         reply_to_message: Optional[Message] = None,
     ) -> None:
         """直接发送消息到平台
-        
+
         Args:
             chat_stream: 聊天流
             content: 消息内容
@@ -1003,7 +996,7 @@ class DirectMessageSender:
             user_nickname=global_config.BOT_NICKNAME,
             platform=chat_stream.platform,
         )
-        
+
         message = MessageSending(
             message_id=f"dm{round(time.time(), 2)}",
             chat_stream=chat_stream,
@@ -1023,18 +1016,17 @@ class DirectMessageSender:
         try:
             message_json = message.to_dict()
             end_point = global_config.api_urls.get(chat_stream.platform, None)
-            
+
             if not end_point:
                 raise ValueError(f"未找到平台：{chat_stream.platform} 的url配置")
-                
+
             await global_api.send_message_REST(end_point, message_json)
-            
+
             # 存储消息
             await self.storage.store_message(message, message.chat_stream)
-            
+
             self.logger.info(f"直接发送消息成功: {content[:30]}...")
-            
+
         except Exception as e:
             self.logger.error(f"直接发送消息失败: {str(e)}")
             raise
-
diff --git a/src/plugins/PFC/pfc_KnowledgeFetcher.py b/src/plugins/PFC/pfc_KnowledgeFetcher.py
index 560283f25..b4041bb34 100644
--- a/src/plugins/PFC/pfc_KnowledgeFetcher.py
+++ b/src/plugins/PFC/pfc_KnowledgeFetcher.py
@@ -7,24 +7,22 @@ from ..chat.message import Message
 
 logger = get_module_logger("knowledge_fetcher")
 
+
 class KnowledgeFetcher:
     """知识调取器"""
-    
+
     def __init__(self):
         self.llm = LLM_request(
-            model=global_config.llm_normal,
-            temperature=0.7,
-            max_tokens=1000,
-            request_type="knowledge_fetch"
+            model=global_config.llm_normal, temperature=0.7, max_tokens=1000, request_type="knowledge_fetch"
         )
-        
+
     async def fetch(self, query: str, chat_history: List[Message]) -> Tuple[str, str]:
         """获取相关知识
-        
+
         Args:
             query: 查询内容
             chat_history: 聊天历史
-            
+
         Returns:
             Tuple[str, str]: (获取的知识, 知识来源)
         """
@@ -33,16 +31,16 @@ class KnowledgeFetcher:
         for msg in chat_history:
             # sender = msg.message_info.user_info.user_nickname or f"用户{msg.message_info.user_info.user_id}"
             chat_history_text += f"{msg.detailed_plain_text}\n"
-        
+
         # 从记忆中获取相关知识
         related_memory = await HippocampusManager.get_instance().get_memory_from_text(
             text=f"{query}\n{chat_history_text}",
             max_memory_num=3,
             max_memory_length=2,
             max_depth=3,
-            fast_retrieval=False
+            fast_retrieval=False,
         )
-        
+
         if related_memory:
             knowledge = ""
             sources = []
@@ -50,5 +48,5 @@ class KnowledgeFetcher:
                 knowledge += memory[1] + "\n"
                 sources.append(f"记忆片段{memory[0]}")
             return knowledge.strip(), "，".join(sources)
-        
-        return "未找到相关知识", "无记忆匹配" 
\ No newline at end of file
+
+        return "未找到相关知识", "无记忆匹配"
diff --git a/src/plugins/PFC/pfc_utils.py b/src/plugins/PFC/pfc_utils.py
index 9d0278b02..633d9016e 100644
--- a/src/plugins/PFC/pfc_utils.py
+++ b/src/plugins/PFC/pfc_utils.py
@@ -5,36 +5,37 @@ from src.common.logger import get_module_logger
 
 logger = get_module_logger("pfc_utils")
 
+
 def get_items_from_json(
     content: str,
     *items: str,
     default_values: Optional[Dict[str, Any]] = None,
-    required_types: Optional[Dict[str, type]] = None
+    required_types: Optional[Dict[str, type]] = None,
 ) -> Tuple[bool, Dict[str, Any]]:
     """从文本中提取JSON内容并获取指定字段
-    
+
     Args:
         content: 包含JSON的文本
         *items: 要提取的字段名
         default_values: 字段的默认值，格式为 {字段名: 默认值}
         required_types: 字段的必需类型，格式为 {字段名: 类型}
-        
+
     Returns:
         Tuple[bool, Dict[str, Any]]: (是否成功, 提取的字段字典)
     """
     content = content.strip()
     result = {}
-    
+
     # 设置默认值
     if default_values:
         result.update(default_values)
-    
+
     # 尝试解析JSON
     try:
         json_data = json.loads(content)
     except json.JSONDecodeError:
         # 如果直接解析失败，尝试查找和提取JSON部分
-        json_pattern = r'\{[^{}]*\}'
+        json_pattern = r"\{[^{}]*\}"
         json_match = re.search(json_pattern, content)
         if json_match:
             try:
@@ -45,28 +46,28 @@ def get_items_from_json(
         else:
             logger.error("无法在返回内容中找到有效的JSON")
             return False, result
-    
+
     # 提取字段
     for item in items:
         if item in json_data:
             result[item] = json_data[item]
-    
+
     # 验证必需字段
     if not all(item in result for item in items):
         logger.error(f"JSON缺少必要字段，实际内容: {json_data}")
         return False, result
-    
+
     # 验证字段类型
     if required_types:
         for field, expected_type in required_types.items():
             if field in result and not isinstance(result[field], expected_type):
                 logger.error(f"{field} 必须是 {expected_type.__name__} 类型")
                 return False, result
-    
+
     # 验证字符串字段不为空
     for field in items:
         if isinstance(result[field], str) and not result[field].strip():
             logger.error(f"{field} 不能为空")
             return False, result
-    
-    return True, result 
\ No newline at end of file
+
+    return True, result
diff --git a/src/plugins/PFC/reply_checker.py b/src/plugins/PFC/reply_checker.py
index 3d8c743f2..c53feba9b 100644
--- a/src/plugins/PFC/reply_checker.py
+++ b/src/plugins/PFC/reply_checker.py
@@ -9,33 +9,26 @@ from ..message.message_base import UserInfo
 
 logger = get_module_logger("reply_checker")
 
+
 class ReplyChecker:
     """回复检查器"""
-    
+
     def __init__(self, stream_id: str):
         self.llm = LLM_request(
-            model=global_config.llm_normal,
-            temperature=0.7,
-            max_tokens=1000,
-            request_type="reply_check"
+            model=global_config.llm_normal, temperature=0.7, max_tokens=1000, request_type="reply_check"
         )
         self.name = global_config.BOT_NICKNAME
         self.chat_observer = ChatObserver.get_instance(stream_id)
         self.max_retries = 2  # 最大重试次数
-        
-    async def check(
-        self, 
-        reply: str, 
-        goal: str, 
-        retry_count: int = 0
-    ) -> Tuple[bool, str, bool]:
+
+    async def check(self, reply: str, goal: str, retry_count: int = 0) -> Tuple[bool, str, bool]:
         """检查生成的回复是否合适
-        
+
         Args:
             reply: 生成的回复
             goal: 对话目标
             retry_count: 当前重试次数
-            
+
         Returns:
             Tuple[bool, str, bool]: (是否合适, 原因, 是否需要重新规划)
         """
@@ -49,7 +42,7 @@ class ReplyChecker:
             if sender == self.name:
                 sender = "你说"
             chat_history_text += f"{time_str},{sender}:{msg.get('processed_plain_text', '')}\n"
-            
+
         prompt = f"""请检查以下回复是否合适：
 
 当前对话目标：{goal}
@@ -83,7 +76,7 @@ class ReplyChecker:
         try:
             content, _ = await self.llm.generate_response_async(prompt)
             logger.debug(f"检查回复的原始返回: {content}")
-            
+
             # 清理内容，尝试提取JSON部分
             content = content.strip()
             try:
@@ -92,7 +85,8 @@ class ReplyChecker:
             except json.JSONDecodeError:
                 # 如果直接解析失败，尝试查找和提取JSON部分
                 import re
-                json_pattern = r'\{[^{}]*\}'
+
+                json_pattern = r"\{[^{}]*\}"
                 json_match = re.search(json_pattern, content)
                 if json_match:
                     try:
@@ -109,33 +103,33 @@ class ReplyChecker:
                     reason = content[:100] if content else "无法解析响应"
                     need_replan = "重新规划" in content.lower() or "目标不适合" in content.lower()
                     return is_suitable, reason, need_replan
-            
+
             # 验证JSON字段
             suitable = result.get("suitable", None)
             reason = result.get("reason", "未提供原因")
             need_replan = result.get("need_replan", False)
-            
+
             # 如果suitable字段是字符串，转换为布尔值
             if isinstance(suitable, str):
                 suitable = suitable.lower() == "true"
-            
+
             # 如果suitable字段不存在或不是布尔值，从reason中判断
             if suitable is None:
                 suitable = "不合适" not in reason.lower() and "违规" not in reason.lower()
-            
+
             # 如果不合适且未达到最大重试次数，返回需要重试
             if not suitable and retry_count < self.max_retries:
                 return False, reason, False
-            
+
             # 如果不合适且已达到最大重试次数，返回需要重新规划
             if not suitable and retry_count >= self.max_retries:
                 return False, f"多次重试后仍不合适: {reason}", True
-            
+
             return suitable, reason, need_replan
-            
+
         except Exception as e:
             logger.error(f"检查回复时出错: {e}")
             # 如果出错且已达到最大重试次数，建议重新规划
             if retry_count >= self.max_retries:
                 return False, "多次检查失败，建议重新规划", True
-            return False, f"检查过程出错，建议重试: {str(e)}", False 
\ No newline at end of file
+            return False, f"检查过程出错，建议重试: {str(e)}", False
diff --git a/src/plugins/chat/__init__.py b/src/plugins/chat/__init__.py
index e5cef56a5..6d2455202 100644
--- a/src/plugins/chat/__init__.py
+++ b/src/plugins/chat/__init__.py
@@ -12,5 +12,5 @@ __all__ = [
     "chat_manager",
     "message_manager",
     "MessageStorage",
-    "auto_speak_manager"
+    "auto_speak_manager",
 ]
diff --git a/src/plugins/chat/bot.py b/src/plugins/chat/bot.py
index 2953fa6ce..58a5b20c3 100644
--- a/src/plugins/chat/bot.py
+++ b/src/plugins/chat/bot.py
@@ -40,14 +40,14 @@ class ChatBot:
     async def _create_PFC_chat(self, message: MessageRecv):
         try:
             chat_id = str(message.chat_stream.stream_id)
-            
+
             if global_config.enable_pfc_chatting:
                 # 获取或创建对话实例
                 conversation = await Conversation.get_instance(chat_id)
                 if conversation is None:
                     logger.error(f"创建或获取对话实例失败: {chat_id}")
                     return
-                    
+
                 # 如果是新创建的实例，启动对话系统
                 if conversation.state == ConversationState.INIT:
                     asyncio.create_task(conversation.start())
@@ -71,16 +71,16 @@ class ChatBot:
            - 包含思维流状态管理
            - 在回复前进行观察和状态更新
            - 回复后更新思维流状态
-        
+
         2. reasoning模式：使用推理系统进行回复
            - 直接使用意愿管理器计算回复概率
            - 没有思维流相关的状态管理
            - 更简单直接的回复逻辑
-        
+
         3. pfc_chatting模式：仅进行消息处理
            - 不进行任何回复
            - 只处理和存储消息
-        
+
         所有模式都包含：
         - 消息过滤
         - 记忆激活
@@ -98,7 +98,7 @@ class ChatBot:
             if userinfo.user_id in global_config.ban_user_id:
                 logger.debug(f"用户{userinfo.user_id}被禁止回复")
                 return
-            
+
             if global_config.enable_pfc_chatting:
                 try:
                     if groupinfo is None and global_config.enable_friend_chat:
@@ -127,7 +127,7 @@ class ChatBot:
                     logger.error(f"处理PFC消息失败: {e}")
             else:
                 if groupinfo is None and global_config.enable_friend_chat:
-                    # 私聊处理流程 
+                    # 私聊处理流程
                     # await self._handle_private_chat(message)
                     if global_config.response_mode == "heart_flow":
                         await self.think_flow_chat.process_message(message_data)
diff --git a/src/plugins/chat/emoji_manager.py b/src/plugins/chat/emoji_manager.py
index 6247bf405..6d070c83f 100644
--- a/src/plugins/chat/emoji_manager.py
+++ b/src/plugins/chat/emoji_manager.py
@@ -38,11 +38,11 @@ class EmojiManager:
         self.llm_emotion_judge = LLM_request(
             model=global_config.llm_emotion_judge, max_tokens=600, temperature=0.8, request_type="emoji"
         )  # 更高的温度，更少的token（后续可以根据情绪来调整温度）
-        
+
         self.emoji_num = 0
         self.emoji_num_max = global_config.max_emoji_num
         self.emoji_num_max_reach_deletion = global_config.max_reach_deletion
-        
+
         logger.info("启动表情包管理器")
 
     def _ensure_emoji_dir(self):
@@ -51,7 +51,7 @@ class EmojiManager:
 
     def _update_emoji_count(self):
         """更新表情包数量统计
-        
+
         检查数据库中的表情包数量并更新到 self.emoji_num
         """
         try:
@@ -376,7 +376,6 @@ class EmojiManager:
 
         except Exception:
             logger.exception("[错误] 扫描表情包失败")
-            
 
     def check_emoji_file_integrity(self):
         """检查表情包文件完整性
@@ -451,7 +450,7 @@ class EmojiManager:
 
     def check_emoji_file_full(self):
         """检查表情包文件是否完整，如果数量超出限制且允许删除，则删除多余的表情包
-        
+
         删除规则：
         1. 优先删除创建时间更早的表情包
         2. 优先删除使用次数少的表情包，但使用次数多的也有小概率被删除
@@ -460,23 +459,23 @@ class EmojiManager:
             self._ensure_db()
             # 更新表情包数量
             self._update_emoji_count()
-            
+
             # 检查是否超出限制
             if self.emoji_num <= self.emoji_num_max:
                 return
-                
+
             # 如果超出限制但不允许删除，则只记录警告
             if not global_config.max_reach_deletion:
                 logger.warning(f"[警告] 表情包数量({self.emoji_num})超出限制({self.emoji_num_max})，但未开启自动删除")
                 return
-                
+
             # 计算需要删除的数量
             delete_count = self.emoji_num - self.emoji_num_max
             logger.info(f"[清理] 需要删除 {delete_count} 个表情包")
-            
+
             # 获取所有表情包，按时间戳升序（旧的在前）排序
             all_emojis = list(db.emoji.find().sort([("timestamp", 1)]))
-            
+
             # 计算权重：使用次数越多，被删除的概率越小
             weights = []
             max_usage = max((emoji.get("usage_count", 0) for emoji in all_emojis), default=1)
@@ -485,11 +484,11 @@ class EmojiManager:
                 # 使用指数衰减函数计算权重，使用次数越多权重越小
                 weight = 1.0 / (1.0 + usage_count / max(1, max_usage))
                 weights.append(weight)
-            
+
             # 根据权重随机选择要删除的表情包
             to_delete = []
             remaining_indices = list(range(len(all_emojis)))
-            
+
             while len(to_delete) < delete_count and remaining_indices:
                 # 计算当前剩余表情包的权重
                 current_weights = [weights[i] for i in remaining_indices]
@@ -497,13 +496,13 @@ class EmojiManager:
                 total_weight = sum(current_weights)
                 if total_weight == 0:
                     break
-                normalized_weights = [w/total_weight for w in current_weights]
-                
+                normalized_weights = [w / total_weight for w in current_weights]
+
                 # 随机选择一个表情包
                 selected_idx = random.choices(remaining_indices, weights=normalized_weights, k=1)[0]
                 to_delete.append(all_emojis[selected_idx])
                 remaining_indices.remove(selected_idx)
-            
+
             # 删除选中的表情包
             deleted_count = 0
             for emoji in to_delete:
@@ -512,26 +511,26 @@ class EmojiManager:
                     if "path" in emoji and os.path.exists(emoji["path"]):
                         os.remove(emoji["path"])
                         logger.info(f"[删除] 文件: {emoji['path']} (使用次数: {emoji.get('usage_count', 0)})")
-                    
+
                     # 删除数据库记录
                     db.emoji.delete_one({"_id": emoji["_id"]})
                     deleted_count += 1
-                    
+
                     # 同时从images集合中删除
                     if "hash" in emoji:
                         db.images.delete_one({"hash": emoji["hash"]})
-                        
+
                 except Exception as e:
                     logger.error(f"[错误] 删除表情包失败: {str(e)}")
                     continue
-            
+
             # 更新表情包数量
             self._update_emoji_count()
             logger.success(f"[清理] 已删除 {deleted_count} 个表情包，当前数量: {self.emoji_num}")
-            
+
         except Exception as e:
             logger.error(f"[错误] 检查表情包数量失败: {str(e)}")
-            
+
     async def start_periodic_check_register(self):
         """定期检查表情包完整性和数量"""
         while True:
@@ -542,7 +541,7 @@ class EmojiManager:
             logger.info("[扫描] 开始扫描新表情包...")
             if self.emoji_num < self.emoji_num_max:
                 await self.scan_new_emojis()
-            if (self.emoji_num > self.emoji_num_max):
+            if self.emoji_num > self.emoji_num_max:
                 logger.warning(f"[警告] 表情包数量超过最大限制: {self.emoji_num} > {self.emoji_num_max},跳过注册")
                 if not global_config.max_reach_deletion:
                     logger.warning("表情包数量超过最大限制，终止注册")
@@ -551,7 +550,7 @@ class EmojiManager:
                     logger.warning("表情包数量超过最大限制，开始删除表情包")
                     self.check_emoji_file_full()
             await asyncio.sleep(global_config.EMOJI_CHECK_INTERVAL * 60)
-    
+
     async def delete_all_images(self):
         """删除 data/image 目录下的所有文件"""
         try:
@@ -559,10 +558,10 @@ class EmojiManager:
             if not os.path.exists(image_dir):
                 logger.warning(f"[警告] 目录不存在: {image_dir}")
                 return
-                
+
             deleted_count = 0
             failed_count = 0
-            
+
             # 遍历目录下的所有文件
             for filename in os.listdir(image_dir):
                 file_path = os.path.join(image_dir, filename)
@@ -574,11 +573,12 @@ class EmojiManager:
                 except Exception as e:
                     failed_count += 1
                     logger.error(f"[错误] 删除文件失败 {file_path}: {str(e)}")
-                    
+
             logger.success(f"[清理] 已删除 {deleted_count} 个文件，失败 {failed_count} 个")
-            
+
         except Exception as e:
             logger.error(f"[错误] 删除图片目录失败: {str(e)}")
 
+
 # 创建全局单例
 emoji_manager = EmojiManager()
diff --git a/src/plugins/chat/message_buffer.py b/src/plugins/chat/message_buffer.py
index a87ed4e9d..f62e015b4 100644
--- a/src/plugins/chat/message_buffer.py
+++ b/src/plugins/chat/message_buffer.py
@@ -13,9 +13,10 @@ from ..config.config import global_config
 
 logger = get_module_logger("message_buffer")
 
+
 @dataclass
 class CacheMessages:
-    message: MessageRecv 
+    message: MessageRecv
     cache_determination: asyncio.Event = field(default_factory=asyncio.Event)  # 判断缓冲是否产生结果
     result: str = "U"
 
@@ -25,7 +26,7 @@ class MessageBuffer:
         self.buffer_pool: Dict[str, OrderedDict[str, CacheMessages]] = {}
         self.lock = asyncio.Lock()
 
-    def get_person_id_(self, platform:str, user_id:str, group_info:GroupInfo):
+    def get_person_id_(self, platform: str, user_id: str, group_info: GroupInfo):
         """获取唯一id"""
         if group_info:
             group_id = group_info.group_id
@@ -34,16 +35,17 @@ class MessageBuffer:
         key = f"{platform}_{user_id}_{group_id}"
         return hashlib.md5(key.encode()).hexdigest()
 
-    async def start_caching_messages(self, message:MessageRecv):
+    async def start_caching_messages(self, message: MessageRecv):
         """添加消息，启动缓冲"""
         if not global_config.message_buffer:
-            person_id = person_info_manager.get_person_id(message.message_info.user_info.platform,
-                                                      message.message_info.user_info.user_id)
+            person_id = person_info_manager.get_person_id(
+                message.message_info.user_info.platform, message.message_info.user_info.user_id
+            )
             asyncio.create_task(self.save_message_interval(person_id, message.message_info))
             return
-        person_id_ = self.get_person_id_(message.message_info.platform,
-                                             message.message_info.user_info.user_id,
-                                             message.message_info.group_info)
+        person_id_ = self.get_person_id_(
+            message.message_info.platform, message.message_info.user_info.user_id, message.message_info.group_info
+        )
 
         async with self.lock:
             if person_id_ not in self.buffer_pool:
@@ -64,25 +66,24 @@ class MessageBuffer:
                     break
                 elif msg.result == "F":
                     recent_F_count += 1
-            
+
             # 判断条件：最近T之后有超过3-5条F
-            if (recent_F_count >= random.randint(3, 5)):
+            if recent_F_count >= random.randint(3, 5):
                 new_msg = CacheMessages(message=message, result="T")
                 new_msg.cache_determination.set()
                 self.buffer_pool[person_id_][message.message_info.message_id] = new_msg
                 logger.debug(f"快速处理消息(已堆积{recent_F_count}条F): {message.message_info.message_id}")
                 return
-            
+
             # 添加新消息
             self.buffer_pool[person_id_][message.message_info.message_id] = CacheMessages(message=message)
-        
+
         # 启动3秒缓冲计时器
-        person_id = person_info_manager.get_person_id(message.message_info.user_info.platform,
-                                                      message.message_info.user_info.user_id)
+        person_id = person_info_manager.get_person_id(
+            message.message_info.user_info.platform, message.message_info.user_info.user_id
+        )
         asyncio.create_task(self.save_message_interval(person_id, message.message_info))
-        asyncio.create_task(self._debounce_processor(person_id_,
-                                                     message.message_info.message_id,
-                                                     person_id))
+        asyncio.create_task(self._debounce_processor(person_id_, message.message_info.message_id, person_id))
 
     async def _debounce_processor(self, person_id_: str, message_id: str, person_id: str):
         """等待3秒无新消息"""
@@ -92,36 +93,33 @@ class MessageBuffer:
             return
         interval_time = max(0.5, int(interval_time) / 1000)
         await asyncio.sleep(interval_time)
-        
+
         async with self.lock:
-            if (person_id_ not in self.buffer_pool or 
-                message_id not in self.buffer_pool[person_id_]):
+            if person_id_ not in self.buffer_pool or message_id not in self.buffer_pool[person_id_]:
                 logger.debug(f"消息已被清理，msgid: {message_id}")
                 return
-            
+
             cache_msg = self.buffer_pool[person_id_][message_id]
             if cache_msg.result == "U":
                 cache_msg.result = "T"
                 cache_msg.cache_determination.set()
 
-
-    async def query_buffer_result(self, message:MessageRecv) -> bool:
+    async def query_buffer_result(self, message: MessageRecv) -> bool:
         """查询缓冲结果，并清理"""
         if not global_config.message_buffer:
             return True
-        person_id_ = self.get_person_id_(message.message_info.platform,
-                                         message.message_info.user_info.user_id,
-                                         message.message_info.group_info)
-                                        
-        
+        person_id_ = self.get_person_id_(
+            message.message_info.platform, message.message_info.user_info.user_id, message.message_info.group_info
+        )
+
         async with self.lock:
             user_msgs = self.buffer_pool.get(person_id_, {})
             cache_msg = user_msgs.get(message.message_info.message_id)
-            
+
             if not cache_msg:
                 logger.debug(f"查询异常，消息不存在，msgid: {message.message_info.message_id}")
                 return False  # 消息不存在或已清理
-            
+
         try:
             await asyncio.wait_for(cache_msg.cache_determination.wait(), timeout=10)
             result = cache_msg.result == "T"
@@ -144,9 +142,8 @@ class MessageBuffer:
                             keep_msgs[msg_id] = msg
                         elif msg.result == "F":
                             # 收集F消息的文本内容
-                            if (hasattr(msg.message, 'processed_plain_text') 
-                                and msg.message.processed_plain_text):
-                                if  msg.message.message_segment.type == "text":
+                            if hasattr(msg.message, "processed_plain_text") and msg.message.processed_plain_text:
+                                if msg.message.message_segment.type == "text":
                                     combined_text.append(msg.message.processed_plain_text)
                                 elif msg.message.message_segment.type != "text":
                                     is_update = False
@@ -157,20 +154,20 @@ class MessageBuffer:
                     if combined_text and combined_text[0] != message.processed_plain_text and is_update:
                         if type == "text":
                             message.processed_plain_text = "".join(combined_text)
-                            logger.debug(f"整合了{len(combined_text)-1}条F消息的内容到当前消息")
+                            logger.debug(f"整合了{len(combined_text) - 1}条F消息的内容到当前消息")
                         elif type == "emoji":
                             combined_text.pop()
                             message.processed_plain_text = "".join(combined_text)
                             message.is_emoji = False
-                            logger.debug(f"整合了{len(combined_text)-1}条F消息的内容，覆盖当前emoji消息")
+                            logger.debug(f"整合了{len(combined_text) - 1}条F消息的内容，覆盖当前emoji消息")
 
                     self.buffer_pool[person_id_] = keep_msgs
             return result
         except asyncio.TimeoutError:
             logger.debug(f"查询超时消息id： {message.message_info.message_id}")
             return False
-    
-    async def save_message_interval(self, person_id:str, message:BaseMessageInfo):
+
+    async def save_message_interval(self, person_id: str, message: BaseMessageInfo):
         message_interval_list = await person_info_manager.get_value(person_id, "msg_interval_list")
         now_time_ms = int(round(time.time() * 1000))
         if len(message_interval_list) < 1000:
@@ -179,12 +176,12 @@ class MessageBuffer:
             message_interval_list.pop(0)
             message_interval_list.append(now_time_ms)
         data = {
-            "platform" : message.platform,
-            "user_id" : message.user_info.user_id,
-            "nickname" : message.user_info.user_nickname,
-            "konw_time" : int(time.time())
+            "platform": message.platform,
+            "user_id": message.user_info.user_id,
+            "nickname": message.user_info.user_nickname,
+            "konw_time": int(time.time()),
         }
         await person_info_manager.update_one_field(person_id, "msg_interval_list", message_interval_list, data)
 
 
-message_buffer = MessageBuffer()
\ No newline at end of file
+message_buffer = MessageBuffer()
diff --git a/src/plugins/chat/message_sender.py b/src/plugins/chat/message_sender.py
index 566fe295e..9f547ed10 100644
--- a/src/plugins/chat/message_sender.py
+++ b/src/plugins/chat/message_sender.py
@@ -68,7 +68,8 @@ class Message_Sender:
                 typing_time = calculate_typing_time(
                     input_string=message.processed_plain_text,
                     thinking_start_time=message.thinking_start_time,
-                    is_emoji=message.is_emoji)
+                    is_emoji=message.is_emoji,
+                )
                 logger.debug(f"{message.processed_plain_text},{typing_time},计算输入时间结束")
                 await asyncio.sleep(typing_time)
                 logger.debug(f"{message.processed_plain_text},{typing_time},等待输入时间结束")
@@ -227,7 +228,7 @@ class MessageManager:
                 await message_earliest.process()
 
                 # print(f"message_earliest.thinking_start_tim22222e:{message_earliest.thinking_start_time}")
-                
+
                 await message_sender.send_message(message_earliest)
 
                 await self.storage.store_message(message_earliest, message_earliest.chat_stream)
diff --git a/src/plugins/chat/utils.py b/src/plugins/chat/utils.py
index 1b9196e14..b7cc32e2f 100644
--- a/src/plugins/chat/utils.py
+++ b/src/plugins/chat/utils.py
@@ -56,14 +56,13 @@ def is_mentioned_bot_in_message(message: MessageRecv) -> bool:
         logger.info("被@，回复概率设置为100%")
     else:
         if not is_mentioned:
-
             # 判断是否被回复
             if re.match(f"回复[\s\S]*?\({global_config.BOT_QQ}\)的消息，说：", message.processed_plain_text):
                 is_mentioned = True
-            
+
             # 判断内容中是否被提及
-            message_content = re.sub(r'\@[\s\S]*?（(\d+)）','', message.processed_plain_text)
-            message_content = re.sub(r'回复[\s\S]*?\((\d+)\)的消息，说： ','', message_content)
+            message_content = re.sub(r"\@[\s\S]*?（(\d+)）", "", message.processed_plain_text)
+            message_content = re.sub(r"回复[\s\S]*?\((\d+)\)的消息，说： ", "", message_content)
             for keyword in keywords:
                 if keyword in message_content:
                     is_mentioned = True
@@ -359,7 +358,13 @@ def process_llm_response(text: str) -> List[str]:
     return sentences
 
 
-def calculate_typing_time(input_string: str, thinking_start_time: float, chinese_time: float = 0.2, english_time: float = 0.1, is_emoji: bool = False) -> float:
+def calculate_typing_time(
+    input_string: str,
+    thinking_start_time: float,
+    chinese_time: float = 0.2,
+    english_time: float = 0.1,
+    is_emoji: bool = False,
+) -> float:
     """
     计算输入字符串所需的时间，中文和英文字符有不同的输入时间
         input_string (str): 输入的字符串
@@ -393,19 +398,18 @@ def calculate_typing_time(input_string: str, thinking_start_time: float, chinese
             total_time += chinese_time
         else:  # 其他字符（如英文）
             total_time += english_time
-    
-    
+
     if is_emoji:
         total_time = 1
-    
+
     if time.time() - thinking_start_time > 10:
         total_time = 1
-    
+
     # print(f"thinking_start_time:{thinking_start_time}")
     # print(f"nowtime:{time.time()}")
     # print(f"nowtime - thinking_start_time:{time.time() - thinking_start_time}")
     # print(f"{total_time}")
-    
+
     return total_time  # 加上回车时间
 
 
@@ -535,39 +539,32 @@ def count_messages_between(start_time: float, end_time: float, stream_id: str) -
     try:
         # 获取开始时间之前最新的一条消息
         start_message = db.messages.find_one(
-            {
-                "chat_id": stream_id,
-                "time": {"$lte": start_time}
-            },
-            sort=[("time", -1), ("_id", -1)]  # 按时间倒序，_id倒序（最后插入的在前）
+            {"chat_id": stream_id, "time": {"$lte": start_time}},
+            sort=[("time", -1), ("_id", -1)],  # 按时间倒序，_id倒序（最后插入的在前）
         )
-        
+
         # 获取结束时间最近的一条消息
         # 先找到结束时间点的所有消息
-        end_time_messages = list(db.messages.find(
-            {
-                "chat_id": stream_id,
-                "time": {"$lte": end_time}
-            },
-            sort=[("time", -1)]  # 先按时间倒序
-        ).limit(10))  # 限制查询数量，避免性能问题
-        
+        end_time_messages = list(
+            db.messages.find(
+                {"chat_id": stream_id, "time": {"$lte": end_time}},
+                sort=[("time", -1)],  # 先按时间倒序
+            ).limit(10)
+        )  # 限制查询数量，避免性能问题
+
         if not end_time_messages:
             logger.warning(f"未找到结束时间 {end_time} 之前的消息")
             return 0, 0
-            
+
         # 找到最大时间
         max_time = end_time_messages[0]["time"]
         # 在最大时间的消息中找最后插入的（_id最大的）
-        end_message = max(
-            [msg for msg in end_time_messages if msg["time"] == max_time],
-            key=lambda x: x["_id"]
-        )
-            
+        end_message = max([msg for msg in end_time_messages if msg["time"] == max_time], key=lambda x: x["_id"])
+
         if not start_message:
             logger.warning(f"未找到开始时间 {start_time} 之前的消息")
             return 0, 0
-        
+
         # 调试输出
         # print("\n=== 消息范围信息 ===")
         # print("Start message:", {
@@ -587,20 +584,16 @@ def count_messages_between(start_time: float, end_time: float, stream_id: str) -
         # 如果结束消息的时间等于开始时间，返回0
         if end_message["time"] == start_message["time"]:
             return 0, 0
-            
+
         # 获取并打印这个时间范围内的所有消息
         # print("\n=== 时间范围内的所有消息 ===")
-        all_messages = list(db.messages.find(
-            {
-                "chat_id": stream_id,
-                "time": {
-                    "$gte": start_message["time"],
-                    "$lte": end_message["time"]
-                }
-            },
-            sort=[("time", 1), ("_id", 1)]  # 按时间正序，_id正序
-        ))
-        
+        all_messages = list(
+            db.messages.find(
+                {"chat_id": stream_id, "time": {"$gte": start_message["time"], "$lte": end_message["time"]}},
+                sort=[("time", 1), ("_id", 1)],  # 按时间正序，_id正序
+            )
+        )
+
         count = 0
         total_length = 0
         for msg in all_messages:
@@ -615,10 +608,10 @@ def count_messages_between(start_time: float, end_time: float, stream_id: str) -
             #     "text_length": text_length,
             #     "_id": str(msg.get("_id"))
             # })
-        
+
         # 如果时间不同，需要把end_message本身也计入
         return count - 1, total_length
-        
+
     except Exception as e:
         logger.error(f"计算消息数量时出错: {str(e)}")
         return 0, 0
diff --git a/src/plugins/chat/utils_image.py b/src/plugins/chat/utils_image.py
index 7c930f6dc..ed78dc17e 100644
--- a/src/plugins/chat/utils_image.py
+++ b/src/plugins/chat/utils_image.py
@@ -239,13 +239,13 @@ class ImageManager:
             # 解码base64
             gif_data = base64.b64decode(gif_base64)
             gif = Image.open(io.BytesIO(gif_data))
-            
+
             # 收集所有帧
             frames = []
             try:
                 while True:
                     gif.seek(len(frames))
-                    frame = gif.convert('RGB')
+                    frame = gif.convert("RGB")
                     frames.append(frame.copy())
             except EOFError:
                 pass
@@ -264,18 +264,19 @@ class ImageManager:
 
             # 获取单帧的尺寸
             frame_width, frame_height = selected_frames[0].size
-            
+
             # 计算目标尺寸，保持宽高比
             target_height = 200  # 固定高度
             target_width = int((target_height / frame_height) * frame_width)
-            
+
             # 调整所有帧的大小
-            resized_frames = [frame.resize((target_width, target_height), Image.Resampling.LANCZOS) 
-                             for frame in selected_frames]
+            resized_frames = [
+                frame.resize((target_width, target_height), Image.Resampling.LANCZOS) for frame in selected_frames
+            ]
 
             # 创建拼接图像
             total_width = target_width * len(resized_frames)
-            combined_image = Image.new('RGB', (total_width, target_height))
+            combined_image = Image.new("RGB", (total_width, target_height))
 
             # 水平拼接图像
             for idx, frame in enumerate(resized_frames):
@@ -283,11 +284,11 @@ class ImageManager:
 
             # 转换为base64
             buffer = io.BytesIO()
-            combined_image.save(buffer, format='JPEG', quality=85)
-            result_base64 = base64.b64encode(buffer.getvalue()).decode('utf-8')
-            
+            combined_image.save(buffer, format="JPEG", quality=85)
+            result_base64 = base64.b64encode(buffer.getvalue()).decode("utf-8")
+
             return result_base64
-            
+
         except Exception as e:
             logger.error(f"GIF转换失败: {str(e)}")
             return None
diff --git a/src/plugins/chat_module/only_process/only_message_process.py b/src/plugins/chat_module/only_process/only_message_process.py
index 4c1e7d5e1..6da19efe7 100644
--- a/src/plugins/chat_module/only_process/only_message_process.py
+++ b/src/plugins/chat_module/only_process/only_message_process.py
@@ -7,12 +7,13 @@ from datetime import datetime
 
 logger = get_module_logger("pfc_message_processor")
 
+
 class MessageProcessor:
     """消息处理器，负责处理接收到的消息并存储"""
-    
+
     def __init__(self):
         self.storage = MessageStorage()
-        
+
     def _check_ban_words(self, text: str, chat, userinfo) -> bool:
         """检查消息中是否包含过滤词"""
         for word in global_config.ban_words:
@@ -34,10 +35,10 @@ class MessageProcessor:
                 logger.info(f"[正则表达式过滤]消息匹配到{pattern}，filtered")
                 return True
         return False
-        
+
     async def process_message(self, message: MessageRecv) -> None:
         """处理消息并存储
-        
+
         Args:
             message: 消息对象
         """
@@ -55,12 +56,9 @@ class MessageProcessor:
 
         # 存储消息
         await self.storage.store_message(message, chat)
-        
+
         # 打印消息信息
         mes_name = chat.group_info.group_name if chat.group_info else "私聊"
         # 将时间戳转换为datetime对象
         current_time = datetime.fromtimestamp(message.message_info.time).strftime("%H:%M:%S")
-        logger.info(
-            f"[{current_time}][{mes_name}]"
-            f"{chat.user_info.user_nickname}: {message.processed_plain_text}"
-        )
\ No newline at end of file
+        logger.info(f"[{current_time}][{mes_name}]{chat.user_info.user_nickname}: {message.processed_plain_text}")
diff --git a/src/plugins/chat_module/reasoning_chat/reasoning_chat.py b/src/plugins/chat_module/reasoning_chat/reasoning_chat.py
index aa00992a6..683bef463 100644
--- a/src/plugins/chat_module/reasoning_chat/reasoning_chat.py
+++ b/src/plugins/chat_module/reasoning_chat/reasoning_chat.py
@@ -27,6 +27,7 @@ chat_config = LogConfig(
 
 logger = get_module_logger("reasoning_chat", config=chat_config)
 
+
 class ReasoningChat:
     def __init__(self):
         self.storage = MessageStorage()
@@ -224,13 +225,13 @@ class ReasoningChat:
         do_reply = False
         if random() < reply_probability:
             do_reply = True
-            
+
             # 创建思考消息
             timer1 = time.time()
             thinking_id = await self._create_thinking_message(message, chat, userinfo, messageinfo)
             timer2 = time.time()
             timing_results["创建思考消息"] = timer2 - timer1
-            
+
             # 生成回复
             timer1 = time.time()
             response_set = await self.gpt.generate_response(message)
diff --git a/src/plugins/chat_module/reasoning_chat/reasoning_generator.py b/src/plugins/chat_module/reasoning_chat/reasoning_generator.py
index 688d09f03..eca5d0956 100644
--- a/src/plugins/chat_module/reasoning_chat/reasoning_generator.py
+++ b/src/plugins/chat_module/reasoning_chat/reasoning_generator.py
@@ -40,7 +40,7 @@ class ResponseGenerator:
 
     async def generate_response(self, message: MessageThinking) -> Optional[Union[str, List[str]]]:
         """根据当前模型类型选择对应的生成函数"""
-        #从global_config中获取模型概率值并选择模型
+        # 从global_config中获取模型概率值并选择模型
         if random.random() < global_config.MODEL_R1_PROBABILITY:
             self.current_model_type = "深深地"
             current_model = self.model_reasoning
@@ -51,7 +51,6 @@ class ResponseGenerator:
         logger.info(
             f"{self.current_model_type}思考:{message.processed_plain_text[:30] + '...' if len(message.processed_plain_text) > 30 else message.processed_plain_text}"
         )  # noqa: E501
-        
 
         model_response = await self._generate_response_with_model(message, current_model)
 
@@ -189,4 +188,4 @@ class ResponseGenerator:
 
         # print(f"得到了处理后的llm返回{processed_response}")
 
-        return processed_response
\ No newline at end of file
+        return processed_response
diff --git a/src/plugins/chat_module/reasoning_chat/reasoning_prompt_builder.py b/src/plugins/chat_module/reasoning_chat/reasoning_prompt_builder.py
index 3a9f0dc46..a379fa6d5 100644
--- a/src/plugins/chat_module/reasoning_chat/reasoning_prompt_builder.py
+++ b/src/plugins/chat_module/reasoning_chat/reasoning_prompt_builder.py
@@ -24,35 +24,32 @@ class PromptBuilder:
     async def _build_prompt(
         self, chat_stream, message_txt: str, sender_name: str = "某人", stream_id: Optional[int] = None
     ) -> tuple[str, str]:
-    
         # 开始构建prompt
         prompt_personality = "你"
-        #person
+        # person
         individuality = Individuality.get_instance()
-        
+
         personality_core = individuality.personality.personality_core
         prompt_personality += personality_core
-        
+
         personality_sides = individuality.personality.personality_sides
         random.shuffle(personality_sides)
         prompt_personality += f",{personality_sides[0]}"
-        
+
         identity_detail = individuality.identity.identity_detail
         random.shuffle(identity_detail)
         prompt_personality += f",{identity_detail[0]}"
-        
-        
-            
+
         # 关系
-        who_chat_in_group = [(chat_stream.user_info.platform, 
-                              chat_stream.user_info.user_id, 
-                              chat_stream.user_info.user_nickname)]
+        who_chat_in_group = [
+            (chat_stream.user_info.platform, chat_stream.user_info.user_id, chat_stream.user_info.user_nickname)
+        ]
         who_chat_in_group += get_recent_group_speaker(
             stream_id,
             (chat_stream.user_info.platform, chat_stream.user_info.user_id),
             limit=global_config.MAX_CONTEXT_SIZE,
         )
-        
+
         relation_prompt = ""
         for person in who_chat_in_group:
             relation_prompt += await relationship_manager.build_relationship_info(person)
@@ -67,7 +64,7 @@ class PromptBuilder:
         mood_prompt = mood_manager.get_prompt()
 
         # logger.info(f"心情prompt: {mood_prompt}")
-        
+
         # 调取记忆
         memory_prompt = ""
         related_memory = await HippocampusManager.get_instance().get_memory_from_text(
@@ -84,7 +81,7 @@ class PromptBuilder:
         # print(f"相关记忆：{related_memory_info}")
 
         # 日程构建
-        schedule_prompt = f'''你现在正在做的事情是：{bot_schedule.get_current_num_task(num = 1,time_info = False)}'''
+        schedule_prompt = f"""你现在正在做的事情是：{bot_schedule.get_current_num_task(num=1, time_info=False)}"""
 
         # 获取聊天上下文
         chat_in_group = True
@@ -143,7 +140,7 @@ class PromptBuilder:
 涉及政治敏感以及违法违规的内容请规避。"""
 
         logger.info("开始构建prompt")
-        
+
         prompt = f"""
 {relation_prompt_all}
 {memory_prompt}
@@ -165,7 +162,7 @@ class PromptBuilder:
         start_time = time.time()
         related_info = ""
         logger.debug(f"获取知识库内容，元消息：{message[:30]}...，消息长度: {len(message)}")
-        
+
         # 1. 先从LLM获取主题，类似于记忆系统的做法
         topics = []
         # try:
@@ -173,7 +170,7 @@ class PromptBuilder:
         #     hippocampus = HippocampusManager.get_instance()._hippocampus
         #     topic_num = min(5, max(1, int(len(message) * 0.1)))
         #     topics_response = await hippocampus.llm_topic_judge.generate_response(hippocampus.find_topic_llm(message, topic_num))
-            
+
         #     # 提取关键词
         #     topics = re.findall(r"<([^>]+)>", topics_response[0])
         #     if not topics:
@@ -184,7 +181,7 @@ class PromptBuilder:
         #             for topic in ",".join(topics).replace("，", ",").replace("、", ",").replace(" ", ",").split(",")
         #             if topic.strip()
         #         ]
-            
+
         #     logger.info(f"从LLM提取的主题: {', '.join(topics)}")
         # except Exception as e:
         #     logger.error(f"从LLM提取主题失败: {str(e)}")
@@ -192,7 +189,7 @@ class PromptBuilder:
         #     words = jieba.cut(message)
         #     topics = [word for word in words if len(word) > 1][:5]
         #     logger.info(f"使用jieba提取的主题: {', '.join(topics)}")
-        
+
         # 如果无法提取到主题，直接使用整个消息
         if not topics:
             logger.info("未能提取到任何主题，使用整个消息进行查询")
@@ -200,26 +197,26 @@ class PromptBuilder:
             if not embedding:
                 logger.error("获取消息嵌入向量失败")
                 return ""
-                
+
             related_info = self.get_info_from_db(embedding, limit=3, threshold=threshold)
             logger.info(f"知识库检索完成，总耗时: {time.time() - start_time:.3f}秒")
             return related_info
-        
+
         # 2. 对每个主题进行知识库查询
         logger.info(f"开始处理{len(topics)}个主题的知识库查询")
-        
+
         # 优化：批量获取嵌入向量，减少API调用
         embeddings = {}
         topics_batch = [topic for topic in topics if len(topic) > 0]
         if message:  # 确保消息非空
             topics_batch.append(message)
-        
+
         # 批量获取嵌入向量
         embed_start_time = time.time()
         for text in topics_batch:
             if not text or len(text.strip()) == 0:
                 continue
-                
+
             try:
                 embedding = await get_embedding(text, request_type="prompt_build")
                 if embedding:
@@ -228,17 +225,17 @@ class PromptBuilder:
                     logger.warning(f"获取'{text}'的嵌入向量失败")
             except Exception as e:
                 logger.error(f"获取'{text}'的嵌入向量时发生错误: {str(e)}")
-        
+
         logger.info(f"批量获取嵌入向量完成，耗时: {time.time() - embed_start_time:.3f}秒")
-        
+
         if not embeddings:
             logger.error("所有嵌入向量获取失败")
             return ""
-        
+
         # 3. 对每个主题进行知识库查询
         all_results = []
         query_start_time = time.time()
-        
+
         # 首先添加原始消息的查询结果
         if message in embeddings:
             original_results = self.get_info_from_db(embeddings[message], limit=3, threshold=threshold, return_raw=True)
@@ -247,12 +244,12 @@ class PromptBuilder:
                     result["topic"] = "原始消息"
                 all_results.extend(original_results)
                 logger.info(f"原始消息查询到{len(original_results)}条结果")
-        
+
         # 然后添加每个主题的查询结果
         for topic in topics:
             if not topic or topic not in embeddings:
                 continue
-                
+
             try:
                 topic_results = self.get_info_from_db(embeddings[topic], limit=3, threshold=threshold, return_raw=True)
                 if topic_results:
@@ -263,9 +260,9 @@ class PromptBuilder:
                     logger.info(f"主题'{topic}'查询到{len(topic_results)}条结果")
             except Exception as e:
                 logger.error(f"查询主题'{topic}'时发生错误: {str(e)}")
-        
+
         logger.info(f"知识库查询完成，耗时: {time.time() - query_start_time:.3f}秒，共获取{len(all_results)}条结果")
-        
+
         # 4. 去重和过滤
         process_start_time = time.time()
         unique_contents = set()
@@ -275,14 +272,16 @@ class PromptBuilder:
             if content not in unique_contents:
                 unique_contents.add(content)
                 filtered_results.append(result)
-        
+
         # 5. 按相似度排序
         filtered_results.sort(key=lambda x: x["similarity"], reverse=True)
-        
+
         # 6. 限制总数量（最多10条）
         filtered_results = filtered_results[:10]
-        logger.info(f"结果处理完成，耗时: {time.time() - process_start_time:.3f}秒，过滤后剩余{len(filtered_results)}条结果")
-        
+        logger.info(
+            f"结果处理完成，耗时: {time.time() - process_start_time:.3f}秒，过滤后剩余{len(filtered_results)}条结果"
+        )
+
         # 7. 格式化输出
         if filtered_results:
             format_start_time = time.time()
@@ -292,7 +291,7 @@ class PromptBuilder:
                 if topic not in grouped_results:
                     grouped_results[topic] = []
                 grouped_results[topic].append(result)
-            
+
             # 按主题组织输出
             for topic, results in grouped_results.items():
                 related_info += f"【主题: {topic}】\n"
@@ -303,13 +302,15 @@ class PromptBuilder:
                     # related_info += f"{i}. [{similarity:.2f}] {content}\n"
                     related_info += f"{content}\n"
                 related_info += "\n"
-            
+
             logger.info(f"格式化输出完成，耗时: {time.time() - format_start_time:.3f}秒")
-        
+
         logger.info(f"知识库检索总耗时: {time.time() - start_time:.3f}秒")
         return related_info
 
-    def get_info_from_db(self, query_embedding: list, limit: int = 1, threshold: float = 0.5, return_raw: bool = False) -> Union[str, list]:
+    def get_info_from_db(
+        self, query_embedding: list, limit: int = 1, threshold: float = 0.5, return_raw: bool = False
+    ) -> Union[str, list]:
         if not query_embedding:
             return "" if not return_raw else []
         # 使用余弦相似度计算
diff --git a/src/plugins/chat_module/think_flow_chat/think_flow_chat.py b/src/plugins/chat_module/think_flow_chat/think_flow_chat.py
index c0af9d6b5..f845770d3 100644
--- a/src/plugins/chat_module/think_flow_chat/think_flow_chat.py
+++ b/src/plugins/chat_module/think_flow_chat/think_flow_chat.py
@@ -28,6 +28,7 @@ chat_config = LogConfig(
 
 logger = get_module_logger("think_flow_chat", config=chat_config)
 
+
 class ThinkFlowChat:
     def __init__(self):
         self.storage = MessageStorage()
@@ -96,7 +97,7 @@ class ThinkFlowChat:
             )
             if not mark_head:
                 mark_head = True
-                
+
             # print(f"thinking_start_time:{bot_message.thinking_start_time}")
             message_set.add_message(bot_message)
         message_manager.add_message(message_set)
@@ -110,7 +111,7 @@ class ThinkFlowChat:
             if emoji_raw:
                 emoji_path, description = emoji_raw
                 emoji_cq = image_path_to_base64(emoji_path)
-                
+
                 # logger.info(emoji_cq)
 
                 thinking_time_point = round(message.message_info.time, 2)
@@ -130,7 +131,7 @@ class ThinkFlowChat:
                     is_head=False,
                     is_emoji=True,
                 )
-                
+
                 # logger.info("22222222222222")
                 message_manager.add_message(bot_message)
 
@@ -180,7 +181,7 @@ class ThinkFlowChat:
 
         await message.process()
         logger.debug(f"消息处理成功{message.processed_plain_text}")
-        
+
         # 过滤词/正则表达式过滤
         if self._check_ban_words(message.processed_plain_text, chat, userinfo) or self._check_ban_regex(
             message.raw_message, chat, userinfo
@@ -190,7 +191,7 @@ class ThinkFlowChat:
 
         await self.storage.store_message(message, chat)
         logger.debug(f"存储成功{message.processed_plain_text}")
-        
+
         # 记忆激活
         timer1 = time.time()
         interested_rate = await HippocampusManager.get_instance().get_activate_from_text(
@@ -214,15 +215,13 @@ class ThinkFlowChat:
         # 处理提及
         is_mentioned, reply_probability = is_mentioned_bot_in_message(message)
 
-
         # 计算回复意愿
         current_willing_old = willing_manager.get_willing(chat_stream=chat)
         # current_willing_new = (heartflow.get_subheartflow(chat.stream_id).current_state.willing - 5) / 4
-        # current_willing = (current_willing_old + current_willing_new) / 2 
+        # current_willing = (current_willing_old + current_willing_new) / 2
         # 有点bug
         current_willing = current_willing_old
 
-
         willing_manager.set_willing(chat.stream_id, current_willing)
 
         # 意愿激活
@@ -258,7 +257,7 @@ class ThinkFlowChat:
         if random() < reply_probability:
             try:
                 do_reply = True
-                
+
                 # 创建思考消息
                 try:
                     timer1 = time.time()
@@ -267,9 +266,9 @@ class ThinkFlowChat:
                     timing_results["创建思考消息"] = timer2 - timer1
                 except Exception as e:
                     logger.error(f"心流创建思考消息失败: {e}")
-                
+
                 try:
-                # 观察
+                    # 观察
                     timer1 = time.time()
                     await heartflow.get_subheartflow(chat.stream_id).do_observe()
                     timer2 = time.time()
@@ -280,12 +279,14 @@ class ThinkFlowChat:
                 # 思考前脑内状态
                 try:
                     timer1 = time.time()
-                    await heartflow.get_subheartflow(chat.stream_id).do_thinking_before_reply(message.processed_plain_text)
+                    await heartflow.get_subheartflow(chat.stream_id).do_thinking_before_reply(
+                        message.processed_plain_text
+                    )
                     timer2 = time.time()
                     timing_results["思考前脑内状态"] = timer2 - timer1
                 except Exception as e:
                     logger.error(f"心流思考前脑内状态失败: {e}")
-                
+
                 # 生成回复
                 timer1 = time.time()
                 response_set = await self.gpt.generate_response(message)
diff --git a/src/plugins/chat_module/think_flow_chat/think_flow_generator.py b/src/plugins/chat_module/think_flow_chat/think_flow_generator.py
index d7240d9a6..4087b0b89 100644
--- a/src/plugins/chat_module/think_flow_chat/think_flow_generator.py
+++ b/src/plugins/chat_module/think_flow_chat/think_flow_generator.py
@@ -35,7 +35,6 @@ class ResponseGenerator:
     async def generate_response(self, message: MessageThinking) -> Optional[Union[str, List[str]]]:
         """根据当前模型类型选择对应的生成函数"""
 
-        
         logger.info(
             f"思考:{message.processed_plain_text[:30] + '...' if len(message.processed_plain_text) > 30 else message.processed_plain_text}"
         )
@@ -178,4 +177,3 @@ class ResponseGenerator:
         # print(f"得到了处理后的llm返回{processed_response}")
 
         return processed_response
-
diff --git a/src/plugins/chat_module/think_flow_chat/think_flow_prompt_builder.py b/src/plugins/chat_module/think_flow_chat/think_flow_prompt_builder.py
index b6fe9fb89..fc52a6151 100644
--- a/src/plugins/chat_module/think_flow_chat/think_flow_prompt_builder.py
+++ b/src/plugins/chat_module/think_flow_chat/think_flow_prompt_builder.py
@@ -21,22 +21,21 @@ class PromptBuilder:
     async def _build_prompt(
         self, chat_stream, message_txt: str, sender_name: str = "某人", stream_id: Optional[int] = None
     ) -> tuple[str, str]:
-        
         current_mind_info = heartflow.get_subheartflow(stream_id).current_mind
-        
+
         individuality = Individuality.get_instance()
-        prompt_personality = individuality.get_prompt(type = "personality",x_person = 2,level = 1)
-        prompt_identity = individuality.get_prompt(type = "identity",x_person = 2,level = 1)
+        prompt_personality = individuality.get_prompt(type="personality", x_person=2, level=1)
+        prompt_identity = individuality.get_prompt(type="identity", x_person=2, level=1)
         # 关系
-        who_chat_in_group = [(chat_stream.user_info.platform, 
-                              chat_stream.user_info.user_id, 
-                              chat_stream.user_info.user_nickname)]
+        who_chat_in_group = [
+            (chat_stream.user_info.platform, chat_stream.user_info.user_id, chat_stream.user_info.user_nickname)
+        ]
         who_chat_in_group += get_recent_group_speaker(
             stream_id,
             (chat_stream.user_info.platform, chat_stream.user_info.user_id),
             limit=global_config.MAX_CONTEXT_SIZE,
         )
-        
+
         relation_prompt = ""
         for person in who_chat_in_group:
             relation_prompt += await relationship_manager.build_relationship_info(person)
@@ -100,7 +99,7 @@ class PromptBuilder:
 涉及政治敏感以及违法违规的内容请规避。"""
 
         logger.info("开始构建prompt")
-        
+
         prompt = f"""
         {relation_prompt_all}\n
 {chat_target}
@@ -114,7 +113,7 @@ class PromptBuilder:
 请回复的平淡一些，简短一些，说中文，不要刻意突出自身学科背景，尽量不要说你说过的话 
 请注意不要输出多余内容(包括前后缀，冒号和引号，括号，表情等)，只输出回复内容。
 {moderation_prompt}不要输出多余内容(包括前后缀，冒号和引号，括号，表情包，at或 @等 )。"""
-        
+
         return prompt
 
 
diff --git a/src/plugins/config/auto_update.py b/src/plugins/config/auto_update.py
index 9c4264233..04b4b3ced 100644
--- a/src/plugins/config/auto_update.py
+++ b/src/plugins/config/auto_update.py
@@ -3,6 +3,7 @@ import tomlkit
 from pathlib import Path
 from datetime import datetime
 
+
 def update_config():
     print("开始更新配置文件...")
     # 获取根目录路径
@@ -25,11 +26,11 @@ def update_config():
         print(f"发现旧配置文件: {old_config_path}")
         with open(old_config_path, "r", encoding="utf-8") as f:
             old_config = tomlkit.load(f)
-        
+
         # 生成带时间戳的新文件名
         timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
         old_backup_path = old_config_dir / f"bot_config_{timestamp}.toml"
-        
+
         # 移动旧配置文件到old目录
         shutil.move(old_config_path, old_backup_path)
         print(f"已备份旧配置文件到: {old_backup_path}")
diff --git a/src/plugins/config/config.py b/src/plugins/config/config.py
index 46f549374..f751d2478 100644
--- a/src/plugins/config/config.py
+++ b/src/plugins/config/config.py
@@ -24,7 +24,7 @@ config_config = LogConfig(
 # 配置主程序日志格式
 logger = get_module_logger("config", config=config_config)
 
-#考虑到，实际上配置文件中的mai_version是不会自动更新的,所以采用硬编码
+# 考虑到，实际上配置文件中的mai_version是不会自动更新的,所以采用硬编码
 is_test = False
 mai_version_main = "0.6.1"
 mai_version_fix = ""
@@ -39,6 +39,7 @@ else:
     else:
         mai_version = mai_version_main
 
+
 def update_config():
     # 获取根目录路径
     root_dir = Path(__file__).parent.parent.parent.parent
@@ -54,7 +55,7 @@ def update_config():
     # 检查配置文件是否存在
     if not old_config_path.exists():
         logger.info("配置文件不存在，从模板创建新配置")
-        #创建文件夹
+        # 创建文件夹
         old_config_dir.mkdir(parents=True, exist_ok=True)
         shutil.copy2(template_path, old_config_path)
         logger.info(f"已创建新配置文件，请填写后重新运行: {old_config_path}")
@@ -84,7 +85,7 @@ def update_config():
     # 生成带时间戳的新文件名
     timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
     old_backup_path = old_config_dir / f"bot_config_{timestamp}.toml"
-    
+
     # 移动旧配置文件到old目录
     shutil.move(old_config_path, old_backup_path)
     logger.info(f"已备份旧配置文件到: {old_backup_path}")
@@ -127,6 +128,7 @@ def update_config():
         f.write(tomlkit.dumps(new_config))
     logger.info("配置文件更新完成")
 
+
 logger = get_module_logger("config")
 
 
@@ -148,17 +150,21 @@ class BotConfig:
     ban_user_id = set()
 
     # personality
-    personality_core = "用一句话或几句话描述人格的核心特点" # 建议20字以内，谁再写3000字小作文敲谁脑袋
-    personality_sides: List[str] = field(default_factory=lambda: [
-        "用一句话或几句话描述人格的一些侧面",
-        "用一句话或几句话描述人格的一些侧面",
-        "用一句话或几句话描述人格的一些侧面"
-    ])
+    personality_core = "用一句话或几句话描述人格的核心特点"  # 建议20字以内，谁再写3000字小作文敲谁脑袋
+    personality_sides: List[str] = field(
+        default_factory=lambda: [
+            "用一句话或几句话描述人格的一些侧面",
+            "用一句话或几句话描述人格的一些侧面",
+            "用一句话或几句话描述人格的一些侧面",
+        ]
+    )
     # identity
-    identity_detail: List[str] = field(default_factory=lambda: [
-        "身份特点",
-        "身份特点",
-    ])
+    identity_detail: List[str] = field(
+        default_factory=lambda: [
+            "身份特点",
+            "身份特点",
+        ]
+    )
     height: int = 170  # 身高 单位厘米
     weight: int = 50  # 体重 单位千克
     age: int = 20  # 年龄 单位岁
@@ -181,22 +187,22 @@ class BotConfig:
 
     ban_words = set()
     ban_msgs_regex = set()
-    
-    #heartflow
+
+    # heartflow
     # enable_heartflow: bool = False  # 是否启用心流
     sub_heart_flow_update_interval: int = 60  # 子心流更新频率，间隔 单位秒
     sub_heart_flow_freeze_time: int = 120  # 子心流冻结时间，超过这个时间没有回复，子心流会冻结，间隔 单位秒
     sub_heart_flow_stop_time: int = 600  # 子心流停止时间，超过这个时间没有回复，子心流会停止，间隔 单位秒
     heart_flow_update_interval: int = 300  # 心流更新频率，间隔 单位秒
-    
+
     # willing
     willing_mode: str = "classical"  # 意愿模式
     response_willing_amplifier: float = 1.0  # 回复意愿放大系数
     response_interested_rate_amplifier: float = 1.0  # 回复兴趣度放大系数
     down_frequency_rate: float = 3  # 降低回复频率的群组回复意愿降低系数
     emoji_response_penalty: float = 0.0  # 表情包回复惩罚
-    mentioned_bot_inevitable_reply: bool = False # 提及 bot 必然回复
-    at_bot_inevitable_reply: bool = False # @bot 必然回复
+    mentioned_bot_inevitable_reply: bool = False  # 提及 bot 必然回复
+    at_bot_inevitable_reply: bool = False  # @bot 必然回复
 
     # response
     response_mode: str = "heart_flow"  # 回复策略
@@ -354,7 +360,6 @@ class BotConfig:
         """从TOML配置文件加载配置"""
         config = cls()
 
-
         def personality(parent: dict):
             personality_config = parent["personality"]
             if config.INNER_VERSION in SpecifierSet(">=1.2.4"):
@@ -418,13 +423,21 @@ class BotConfig:
             config.max_response_length = response_config.get("max_response_length", config.max_response_length)
             if config.INNER_VERSION in SpecifierSet(">=1.0.4"):
                 config.response_mode = response_config.get("response_mode", config.response_mode)
-            
+
         def heartflow(parent: dict):
             heartflow_config = parent["heartflow"]
-            config.sub_heart_flow_update_interval = heartflow_config.get("sub_heart_flow_update_interval", config.sub_heart_flow_update_interval)
-            config.sub_heart_flow_freeze_time = heartflow_config.get("sub_heart_flow_freeze_time", config.sub_heart_flow_freeze_time)
-            config.sub_heart_flow_stop_time = heartflow_config.get("sub_heart_flow_stop_time", config.sub_heart_flow_stop_time)
-            config.heart_flow_update_interval = heartflow_config.get("heart_flow_update_interval", config.heart_flow_update_interval)
+            config.sub_heart_flow_update_interval = heartflow_config.get(
+                "sub_heart_flow_update_interval", config.sub_heart_flow_update_interval
+            )
+            config.sub_heart_flow_freeze_time = heartflow_config.get(
+                "sub_heart_flow_freeze_time", config.sub_heart_flow_freeze_time
+            )
+            config.sub_heart_flow_stop_time = heartflow_config.get(
+                "sub_heart_flow_stop_time", config.sub_heart_flow_stop_time
+            )
+            config.heart_flow_update_interval = heartflow_config.get(
+                "heart_flow_update_interval", config.heart_flow_update_interval
+            )
 
         def willing(parent: dict):
             willing_config = parent["willing"]
diff --git a/src/plugins/memory_system/Hippocampus.py b/src/plugins/memory_system/Hippocampus.py
index 7f781ac31..717cebe17 100644
--- a/src/plugins/memory_system/Hippocampus.py
+++ b/src/plugins/memory_system/Hippocampus.py
@@ -14,6 +14,7 @@ from src.common.logger import get_module_logger, LogConfig, MEMORY_STYLE_CONFIG
 from src.plugins.memory_system.sample_distribution import MemoryBuildScheduler  # 分布生成器
 from .memory_config import MemoryConfig
 
+
 def get_closest_chat_from_db(length: int, timestamp: str):
     # print(f"获取最接近指定时间戳的聊天记录，长度: {length}, 时间戳: {timestamp}")
     # print(f"当前时间: {timestamp},转换后时间: {time.strftime('%Y-%m-%d %H:%M:%S', time.localtime(timestamp))}")
diff --git a/src/plugins/models/utils_model.py b/src/plugins/models/utils_model.py
index 852bba412..784bfa1db 100644
--- a/src/plugins/models/utils_model.py
+++ b/src/plugins/models/utils_model.py
@@ -179,7 +179,6 @@ class LLM_request:
         # logger.debug(f"{logger_msg}发送请求到URL: {api_url}")
         # logger.info(f"使用模型: {self.model_name}")
 
-
         # 构建请求体
         if image_base64:
             payload = await self._build_payload(prompt, image_base64, image_format)
@@ -205,13 +204,17 @@ class LLM_request:
                             # 处理需要重试的状态码
                             if response.status in policy["retry_codes"]:
                                 wait_time = policy["base_wait"] * (2**retry)
-                                logger.warning(f"模型 {self.model_name} 错误码: {response.status}, 等待 {wait_time}秒后重试")
+                                logger.warning(
+                                    f"模型 {self.model_name} 错误码: {response.status}, 等待 {wait_time}秒后重试"
+                                )
                                 if response.status == 413:
                                     logger.warning("请求体过大，尝试压缩...")
                                     image_base64 = compress_base64_image_by_scale(image_base64)
                                     payload = await self._build_payload(prompt, image_base64, image_format)
                                 elif response.status in [500, 503]:
-                                    logger.error(f"模型 {self.model_name} 错误码: {response.status} - {error_code_mapping.get(response.status)}")
+                                    logger.error(
+                                        f"模型 {self.model_name} 错误码: {response.status} - {error_code_mapping.get(response.status)}"
+                                    )
                                     raise RuntimeError("服务器负载过高，模型恢复失败QAQ")
                                 else:
                                     logger.warning(f"模型 {self.model_name} 请求限制(429)，等待{wait_time}秒后重试...")
@@ -219,7 +222,9 @@ class LLM_request:
                                 await asyncio.sleep(wait_time)
                                 continue
                             elif response.status in policy["abort_codes"]:
-                                logger.error(f"模型 {self.model_name} 错误码: {response.status} - {error_code_mapping.get(response.status)}")
+                                logger.error(
+                                    f"模型 {self.model_name} 错误码: {response.status} - {error_code_mapping.get(response.status)}"
+                                )
                                 # 尝试获取并记录服务器返回的详细错误信息
                                 try:
                                     error_json = await response.json()
@@ -257,7 +262,9 @@ class LLM_request:
                                     ):
                                         old_model_name = self.model_name
                                         self.model_name = self.model_name[4:]  # 移除"Pro/"前缀
-                                        logger.warning(f"检测到403错误，模型从 {old_model_name} 降级为 {self.model_name}")
+                                        logger.warning(
+                                            f"检测到403错误，模型从 {old_model_name} 降级为 {self.model_name}"
+                                        )
 
                                         # 对全局配置进行更新
                                         if global_config.llm_normal.get("name") == old_model_name:
@@ -266,7 +273,9 @@ class LLM_request:
 
                                         if global_config.llm_reasoning.get("name") == old_model_name:
                                             global_config.llm_reasoning["name"] = self.model_name
-                                            logger.warning(f"将全局配置中的 llm_reasoning 模型临时降级至{self.model_name}")
+                                            logger.warning(
+                                                f"将全局配置中的 llm_reasoning 模型临时降级至{self.model_name}"
+                                            )
 
                                         # 更新payload中的模型名
                                         if payload and "model" in payload:
@@ -328,7 +337,14 @@ class LLM_request:
                                         await response.release()
                                         # 返回已经累积的内容
                                         result = {
-                                            "choices": [{"message": {"content": accumulated_content, "reasoning_content": reasoning_content}}],
+                                            "choices": [
+                                                {
+                                                    "message": {
+                                                        "content": accumulated_content,
+                                                        "reasoning_content": reasoning_content,
+                                                    }
+                                                }
+                                            ],
                                             "usage": usage,
                                         }
                                         return (
@@ -345,7 +361,14 @@ class LLM_request:
                                             logger.error(f"清理资源时发生错误: {cleanup_error}")
                                         # 返回已经累积的内容
                                         result = {
-                                            "choices": [{"message": {"content": accumulated_content, "reasoning_content": reasoning_content}}],
+                                            "choices": [
+                                                {
+                                                    "message": {
+                                                        "content": accumulated_content,
+                                                        "reasoning_content": reasoning_content,
+                                                    }
+                                                }
+                                            ],
                                             "usage": usage,
                                         }
                                         return (
@@ -360,7 +383,9 @@ class LLM_request:
                                 content = re.sub(r"<think>.*?</think>", "", content, flags=re.DOTALL).strip()
                                 # 构造一个伪result以便调用自定义响应处理器或默认处理器
                                 result = {
-                                    "choices": [{"message": {"content": content, "reasoning_content": reasoning_content}}],
+                                    "choices": [
+                                        {"message": {"content": content, "reasoning_content": reasoning_content}}
+                                    ],
                                     "usage": usage,
                                 }
                                 return (
@@ -394,7 +419,9 @@ class LLM_request:
                 # 处理aiohttp抛出的响应错误
                 if retry < policy["max_retries"] - 1:
                     wait_time = policy["base_wait"] * (2**retry)
-                    logger.error(f"模型 {self.model_name} HTTP响应错误，等待{wait_time}秒后重试... 状态码: {e.status}, 错误: {e.message}")
+                    logger.error(
+                        f"模型 {self.model_name} HTTP响应错误，等待{wait_time}秒后重试... 状态码: {e.status}, 错误: {e.message}"
+                    )
                     try:
                         if hasattr(e, "response") and e.response and hasattr(e.response, "text"):
                             error_text = await e.response.text()
@@ -419,13 +446,17 @@ class LLM_request:
                                 else:
                                     logger.error(f"模型 {self.model_name} 服务器错误响应: {error_json}")
                             except (json.JSONDecodeError, TypeError) as json_err:
-                                logger.warning(f"模型 {self.model_name} 响应不是有效的JSON: {str(json_err)}, 原始内容: {error_text[:200]}")
+                                logger.warning(
+                                    f"模型 {self.model_name} 响应不是有效的JSON: {str(json_err)}, 原始内容: {error_text[:200]}"
+                                )
                     except (AttributeError, TypeError, ValueError) as parse_err:
                         logger.warning(f"模型 {self.model_name} 无法解析响应错误内容: {str(parse_err)}")
 
                     await asyncio.sleep(wait_time)
                 else:
-                    logger.critical(f"模型 {self.model_name} HTTP响应错误达到最大重试次数: 状态码: {e.status}, 错误: {e.message}")
+                    logger.critical(
+                        f"模型 {self.model_name} HTTP响应错误达到最大重试次数: 状态码: {e.status}, 错误: {e.message}"
+                    )
                     # 安全地检查和记录请求详情
                     if (
                         image_base64
diff --git a/src/plugins/moods/moods.py b/src/plugins/moods/moods.py
index e7b6261a6..61b211523 100644
--- a/src/plugins/moods/moods.py
+++ b/src/plugins/moods/moods.py
@@ -139,7 +139,7 @@ class MoodManager:
             # 神经质：影响情绪变化速度
             neuroticism_factor = 1 + (personality.neuroticism - 0.5) * 0.5
             agreeableness_factor = 1 + (personality.agreeableness - 0.5) * 0.5
-            
+
             # 宜人性：影响情绪基准线
             if personality.agreeableness < 0.2:
                 agreeableness_bias = (personality.agreeableness - 0.2) * 2
@@ -151,7 +151,7 @@ class MoodManager:
         # 分别计算正向和负向的衰减率
         if self.current_mood.valence >= 0:
             # 正向情绪衰减
-            decay_rate_positive = self.decay_rate_valence * (1/agreeableness_factor)
+            decay_rate_positive = self.decay_rate_valence * (1 / agreeableness_factor)
             valence_target = 0 + agreeableness_bias
             self.current_mood.valence = valence_target + (self.current_mood.valence - valence_target) * math.exp(
                 -decay_rate_positive * time_diff * neuroticism_factor
@@ -279,8 +279,9 @@ class MoodManager:
         # 限制范围
         self.current_mood.valence = max(-1.0, min(1.0, self.current_mood.valence))
         self.current_mood.arousal = max(0.0, min(1.0, self.current_mood.arousal))
-        
+
         self._update_mood_text()
 
-        logger.info(f"[情绪变化] {emotion}(强度:{intensity:.2f}) | 愉悦度:{old_valence:.2f}->{self.current_mood.valence:.2f}, 唤醒度:{old_arousal:.2f}->{self.current_mood.arousal:.2f} | 心情:{old_mood}->{self.current_mood.text}")
-
+        logger.info(
+            f"[情绪变化] {emotion}(强度:{intensity:.2f}) | 愉悦度:{old_valence:.2f}->{self.current_mood.valence:.2f}, 唤醒度:{old_arousal:.2f}->{self.current_mood.arousal:.2f} | 心情:{old_mood}->{self.current_mood.text}"
+        )
diff --git a/src/plugins/person_info/person_info.py b/src/plugins/person_info/person_info.py
index 4dbdcd65f..4c1f9c688 100644
--- a/src/plugins/person_info/person_info.py
+++ b/src/plugins/person_info/person_info.py
@@ -8,7 +8,8 @@ import asyncio
 import numpy as np
 
 import matplotlib
-matplotlib.use('Agg')
+
+matplotlib.use("Agg")
 import matplotlib.pyplot as plt
 from pathlib import Path
 import pandas as pd
@@ -30,38 +31,39 @@ PersonInfoManager 类方法功能摘要：
 logger = get_module_logger("person_info")
 
 person_info_default = {
-    "person_id" : None,
-    "platform" : None,
-    "user_id" : None,
-    "nickname" : None,
+    "person_id": None,
+    "platform": None,
+    "user_id": None,
+    "nickname": None,
     # "age" : 0,
-    "relationship_value" : 0,
+    "relationship_value": 0,
     # "saved" : True,
     # "impression" : None,
     # "gender" : Unkown,
-    "konw_time" : 0,
+    "konw_time": 0,
     "msg_interval": 3000,
-    "msg_interval_list": []
+    "msg_interval_list": [],
 }  # 个人信息的各项与默认值在此定义，以下处理会自动创建/补全每一项
 
+
 class PersonInfoManager:
     def __init__(self):
         if "person_info" not in db.list_collection_names():
             db.create_collection("person_info")
             db.person_info.create_index("person_id", unique=True)
 
-    def get_person_id(self, platform:str, user_id:int):
+    def get_person_id(self, platform: str, user_id: int):
         """获取唯一id"""
         components = [platform, str(user_id)]
         key = "_".join(components)
         return hashlib.md5(key.encode()).hexdigest()
 
-    async def create_person_info(self, person_id:str, data:dict = None):
+    async def create_person_info(self, person_id: str, data: dict = None):
         """创建一个项"""
         if not person_id:
             logger.debug("创建失败，personid不存在")
             return
-        
+
         _person_info_default = copy.deepcopy(person_info_default)
         _person_info_default["person_id"] = person_id
 
@@ -72,19 +74,16 @@ class PersonInfoManager:
 
         db.person_info.insert_one(_person_info_default)
 
-    async def update_one_field(self, person_id:str, field_name:str, value, Data:dict = None):
+    async def update_one_field(self, person_id: str, field_name: str, value, Data: dict = None):
         """更新某一个字段，会补全"""
         if field_name not in person_info_default.keys():
             logger.debug(f"更新'{field_name}'失败，未定义的字段")
             return
-        
+
         document = db.person_info.find_one({"person_id": person_id})
 
         if document:
-            db.person_info.update_one(
-                {"person_id": person_id},
-                {"$set": {field_name: value}}
-            )
+            db.person_info.update_one({"person_id": person_id}, {"$set": {field_name: value}})
         else:
             Data[field_name] = value
             logger.debug(f"更新时{person_id}不存在，已新建")
@@ -107,23 +106,20 @@ class PersonInfoManager:
         if not person_id:
             logger.debug("get_value获取失败：person_id不能为空")
             return None
-        
+
         if field_name not in person_info_default:
             logger.debug(f"get_value获取失败：字段'{field_name}'未定义")
             return None
-        
-        document = db.person_info.find_one(
-            {"person_id": person_id},
-            {field_name: 1}
-        )
-        
+
+        document = db.person_info.find_one({"person_id": person_id}, {field_name: 1})
+
         if document and field_name in document:
             return document[field_name]
         else:
             default_value = copy.deepcopy(person_info_default[field_name])
             logger.debug(f"获取{person_id}的{field_name}失败，已返回默认值{default_value}")
             return default_value
-        
+
     async def get_values(self, person_id: str, field_names: list) -> dict:
         """获取指定person_id文档的多个字段值，若不存在该字段，则返回该字段的全局默认值"""
         if not person_id:
@@ -139,62 +135,57 @@ class PersonInfoManager:
         # 构建查询投影（所有字段都有效才会执行到这里）
         projection = {field: 1 for field in field_names}
 
-        document = db.person_info.find_one(
-            {"person_id": person_id},
-            projection
-        )
+        document = db.person_info.find_one({"person_id": person_id}, projection)
 
         result = {}
         for field in field_names:
             result[field] = copy.deepcopy(
-                document.get(field, person_info_default[field]) 
-                if document else person_info_default[field]
+                document.get(field, person_info_default[field]) if document else person_info_default[field]
             )
 
         return result
-    
+
     async def del_all_undefined_field(self):
         """删除所有项里的未定义字段"""
         # 获取所有已定义的字段名
         defined_fields = set(person_info_default.keys())
-        
+
         try:
             # 遍历集合中的所有文档
             for document in db.person_info.find({}):
                 # 找出文档中未定义的字段
-                undefined_fields = set(document.keys()) - defined_fields - {'_id'}
-                
+                undefined_fields = set(document.keys()) - defined_fields - {"_id"}
+
                 if undefined_fields:
                     # 构建更新操作，使用$unset删除未定义字段
                     update_result = db.person_info.update_one(
-                        {'_id': document['_id']},
-                        {'$unset': {field: 1 for field in undefined_fields}}
+                        {"_id": document["_id"]}, {"$unset": {field: 1 for field in undefined_fields}}
                     )
-                    
+
                     if update_result.modified_count > 0:
                         logger.debug(f"已清理文档 {document['_id']} 的未定义字段: {undefined_fields}")
-        
+
             return
-        
+
         except Exception as e:
             logger.error(f"清理未定义字段时出错: {e}")
             return
-        
+
     async def get_specific_value_list(
-    self, 
-    field_name: str,
-    way: Callable[[Any], bool],  # 接受任意类型值
-) ->Dict[str, Any]:
+        self,
+        field_name: str,
+        way: Callable[[Any], bool],  # 接受任意类型值
+    ) -> Dict[str, Any]:
         """
         获取满足条件的字段值字典
-        
+
         Args:
             field_name: 目标字段名
             way: 判断函数 (value: Any) -> bool
-            
+
         Returns:
             {person_id: value} | {}
-            
+
         Example:
             # 查找所有nickname包含"admin"的用户
             result = manager.specific_value_list(
@@ -208,10 +199,7 @@ class PersonInfoManager:
 
         try:
             result = {}
-            for doc in db.person_info.find(
-                {field_name: {"$exists": True}},
-                {"person_id": 1, field_name: 1, "_id": 0}
-            ):
+            for doc in db.person_info.find({field_name: {"$exists": True}}, {"person_id": 1, field_name: 1, "_id": 0}):
                 try:
                     value = doc[field_name]
                     if way(value):
@@ -225,11 +213,11 @@ class PersonInfoManager:
         except Exception as e:
             logger.error(f"数据库查询失败: {str(e)}", exc_info=True)
             return {}
-        
+
     async def personal_habit_deduction(self):
         """启动个人信息推断，每天根据一定条件推断一次"""
         try:
-            while(1):
+            while 1:
                 await asyncio.sleep(60)
                 current_time = datetime.datetime.now()
                 logger.info(f"个人信息推断启动: {current_time.strftime('%Y-%m-%d %H:%M:%S')}")
@@ -237,8 +225,7 @@ class PersonInfoManager:
                 # "msg_interval"推断
                 msg_interval_map = False
                 msg_interval_lists = await self.get_specific_value_list(
-                    "msg_interval_list", 
-                    lambda x: isinstance(x, list) and len(x) >= 100
+                    "msg_interval_list", lambda x: isinstance(x, list) and len(x) >= 100
                 )
                 for person_id, msg_interval_list_ in msg_interval_lists.items():
                     try:
@@ -258,23 +245,23 @@ class PersonInfoManager:
                             log_dir.mkdir(parents=True, exist_ok=True)
                             plt.figure(figsize=(10, 6))
                             time_series = pd.Series(time_interval)
-                            plt.hist(time_series, bins=50, density=True, alpha=0.4, color='pink', label='Histogram')
-                            time_series.plot(kind='kde', color='mediumpurple', linewidth=1, label='Density')
+                            plt.hist(time_series, bins=50, density=True, alpha=0.4, color="pink", label="Histogram")
+                            time_series.plot(kind="kde", color="mediumpurple", linewidth=1, label="Density")
                             plt.grid(True, alpha=0.2)
                             plt.xlim(0, 8000)
                             plt.title(f"Message Interval Distribution (User: {person_id[:8]}...)")
                             plt.xlabel("Interval (ms)")
                             plt.ylabel("Density")
-                            plt.legend(framealpha=0.9, facecolor='white')
+                            plt.legend(framealpha=0.9, facecolor="white")
                             img_path = log_dir / f"interval_distribution_{person_id[:8]}.png"
                             plt.savefig(img_path)
                             plt.close()
                             # 画图
-        
+
                             q25, q75 = np.percentile(time_interval, [25, 75])
                             iqr = q75 - q25
-                            filtered = [x for x in time_interval if (q25 - 1.5*iqr) <= x <= (q75 + 1.5*iqr)]
-                            
+                            filtered = [x for x in time_interval if (q25 - 1.5 * iqr) <= x <= (q75 + 1.5 * iqr)]
+
                             msg_interval = int(round(np.percentile(filtered, 80)))
                             await self.update_one_field(person_id, "msg_interval", msg_interval)
                             logger.debug(f"用户{person_id}的msg_interval已经被更新为{msg_interval}")
diff --git a/src/plugins/person_info/relationship_manager.py b/src/plugins/person_info/relationship_manager.py
index 9bbcf4e19..f64e2851c 100644
--- a/src/plugins/person_info/relationship_manager.py
+++ b/src/plugins/person_info/relationship_manager.py
@@ -12,6 +12,7 @@ relationship_config = LogConfig(
 )
 logger = get_module_logger("rel_manager", config=relationship_config)
 
+
 class RelationshipManager:
     def __init__(self):
         self.positive_feedback_value = 0  # 正反馈系统
@@ -22,6 +23,7 @@ class RelationshipManager:
     def mood_manager(self):
         if self._mood_manager is None:
             from ..moods.moods import MoodManager  # 延迟导入
+
             self._mood_manager = MoodManager.get_instance()
         return self._mood_manager
 
@@ -51,27 +53,27 @@ class RelationshipManager:
                 self.positive_feedback_value -= 1
             elif self.positive_feedback_value > 0:
                 self.positive_feedback_value = 0
-        
+
         if abs(self.positive_feedback_value) > 1:
             logger.info(f"触发mood变更增益，当前增益系数：{self.gain_coefficient[abs(self.positive_feedback_value)]}")
 
     def mood_feedback(self, value):
         """情绪反馈"""
         mood_manager = self.mood_manager
-        mood_gain = (mood_manager.get_current_mood().valence) ** 2 \
-                 * math.copysign(1, value * mood_manager.get_current_mood().valence)
+        mood_gain = (mood_manager.get_current_mood().valence) ** 2 * math.copysign(
+            1, value * mood_manager.get_current_mood().valence
+        )
         value += value * mood_gain
         logger.info(f"当前relationship增益系数：{mood_gain:.3f}")
         return value
-    
+
     def feedback_to_mood(self, mood_value):
         """对情绪的反馈"""
         coefficient = self.gain_coefficient[abs(self.positive_feedback_value)]
-        if (mood_value > 0 and self.positive_feedback_value > 0 
-            or mood_value < 0 and self.positive_feedback_value < 0):
-            return mood_value*coefficient
+        if mood_value > 0 and self.positive_feedback_value > 0 or mood_value < 0 and self.positive_feedback_value < 0:
+            return mood_value * coefficient
         else:
-            return mood_value/coefficient
+            return mood_value / coefficient
 
     async def calculate_update_relationship_value(self, chat_stream: ChatStream, label: str, stance: str) -> None:
         """计算并变更关系值
@@ -88,7 +90,7 @@ class RelationshipManager:
             "中立": 1,
             "反对": 2,
         }
-        
+
         valuedict = {
             "开心": 1.5,
             "愤怒": -2.0,
@@ -103,10 +105,10 @@ class RelationshipManager:
 
         person_id = person_info_manager.get_person_id(chat_stream.user_info.platform, chat_stream.user_info.user_id)
         data = {
-            "platform" : chat_stream.user_info.platform,
-            "user_id" : chat_stream.user_info.user_id,
-            "nickname" : chat_stream.user_info.user_nickname,
-            "konw_time" : int(time.time())
+            "platform": chat_stream.user_info.platform,
+            "user_id": chat_stream.user_info.user_id,
+            "nickname": chat_stream.user_info.user_nickname,
+            "konw_time": int(time.time()),
         }
         old_value = await person_info_manager.get_value(person_id, "relationship_value")
         old_value = self.ensure_float(old_value, person_id)
@@ -200,4 +202,5 @@ class RelationshipManager:
             logger.warning(f"[关系管理] {person_id}值转换失败（原始值：{value}），已重置为0")
             return 0.0
 
+
 relationship_manager = RelationshipManager()
diff --git a/src/plugins/schedule/schedule_generator.py b/src/plugins/schedule/schedule_generator.py
index e8999099b..ccab662d1 100644
--- a/src/plugins/schedule/schedule_generator.py
+++ b/src/plugins/schedule/schedule_generator.py
@@ -14,7 +14,7 @@ from src.common.logger import get_module_logger, SCHEDULE_STYLE_CONFIG, LogConfi
 from src.plugins.models.utils_model import LLM_request  # noqa: E402
 from src.plugins.config.config import global_config  # noqa: E402
 
-TIME_ZONE = tz.gettz(global_config.TIME_ZONE) # 设置时区
+TIME_ZONE = tz.gettz(global_config.TIME_ZONE)  # 设置时区
 
 
 schedule_config = LogConfig(
@@ -31,10 +31,16 @@ class ScheduleGenerator:
     def __init__(self):
         # 使用离线LLM模型
         self.llm_scheduler_all = LLM_request(
-            model=global_config.llm_reasoning, temperature=global_config.SCHEDULE_TEMPERATURE, max_tokens=7000, request_type="schedule"
+            model=global_config.llm_reasoning,
+            temperature=global_config.SCHEDULE_TEMPERATURE,
+            max_tokens=7000,
+            request_type="schedule",
         )
         self.llm_scheduler_doing = LLM_request(
-            model=global_config.llm_normal, temperature=global_config.SCHEDULE_TEMPERATURE, max_tokens=2048, request_type="schedule"
+            model=global_config.llm_normal,
+            temperature=global_config.SCHEDULE_TEMPERATURE,
+            max_tokens=2048,
+            request_type="schedule",
         )
 
         self.today_schedule_text = ""
diff --git a/src/plugins/zhishi/knowledge_library.py b/src/plugins/zhishi/knowledge_library.py
index cf38874ce..6d046e025 100644
--- a/src/plugins/zhishi/knowledge_library.py
+++ b/src/plugins/zhishi/knowledge_library.py
@@ -53,18 +53,18 @@ class KnowledgeLibrary:
         # 按空行分割内容
         paragraphs = [p.strip() for p in content.split("\n\n") if p.strip()]
         chunks = []
-        
+
         for para in paragraphs:
             para_length = len(para)
-            
+
             # 如果段落长度小于等于最大长度，直接添加
             if para_length <= max_length:
                 chunks.append(para)
             else:
                 # 如果段落超过最大长度，则按最大长度切分
                 for i in range(0, para_length, max_length):
-                    chunks.append(para[i:i + max_length])
-        
+                    chunks.append(para[i : i + max_length])
+
         return chunks
 
     def get_embedding(self, text: str) -> list:
diff --git a/temp_utils_ui/temp_ui.py b/temp_utils_ui/temp_ui.py
index f81fbdc44..3e0e1b5a5 100644
--- a/temp_utils_ui/temp_ui.py
+++ b/temp_utils_ui/temp_ui.py
@@ -32,7 +32,7 @@ SECTION_TRANSLATIONS = {
     "response_spliter": "回复分割器",
     "remote": "远程设置",
     "experimental": "实验功能",
-    "model": "模型设置"
+    "model": "模型设置",
 }
 
 # 配置项的中文描述
@@ -41,16 +41,13 @@ CONFIG_DESCRIPTIONS = {
     "bot.qq": "机器人的QQ号码",
     "bot.nickname": "机器人的昵称",
     "bot.alias_names": "机器人的别名列表",
-    
     # 群组设置
     "groups.talk_allowed": "允许机器人回复消息的群号列表",
     "groups.talk_frequency_down": "降低回复频率的群号列表",
     "groups.ban_user_id": "禁止回复和读取消息的QQ号列表",
-    
     # 人格设置
     "personality.personality_core": "人格核心描述，建议20字以内",
     "personality.personality_sides": "人格特点列表",
-    
     # 身份设置
     "identity.identity_detail": "身份细节描述列表",
     "identity.height": "身高（厘米）",
@@ -58,28 +55,23 @@ CONFIG_DESCRIPTIONS = {
     "identity.age": "年龄",
     "identity.gender": "性别",
     "identity.appearance": "外貌特征",
-    
     # 日程设置
     "schedule.enable_schedule_gen": "是否启用日程表生成",
     "schedule.prompt_schedule_gen": "日程表生成提示词",
     "schedule.schedule_doing_update_interval": "日程表更新间隔（秒）",
     "schedule.schedule_temperature": "日程表温度，建议0.3-0.6",
     "schedule.time_zone": "时区设置",
-    
     # 平台设置
     "platforms.nonebot-qq": "QQ平台适配器链接",
-    
     # 回复设置
     "response.response_mode": "回复策略（heart_flow：心流，reasoning：推理）",
     "response.model_r1_probability": "主要回复模型使用概率",
     "response.model_v3_probability": "次要回复模型使用概率",
-    
     # 心流设置
     "heartflow.sub_heart_flow_update_interval": "子心流更新频率（秒）",
     "heartflow.sub_heart_flow_freeze_time": "子心流冻结时间（秒）",
     "heartflow.sub_heart_flow_stop_time": "子心流停止时间（秒）",
     "heartflow.heart_flow_update_interval": "心流更新频率（秒）",
-    
     # 消息设置
     "message.max_context_size": "获取的上下文数量",
     "message.emoji_chance": "使用表情包的概率",
@@ -88,14 +80,12 @@ CONFIG_DESCRIPTIONS = {
     "message.message_buffer": "是否启用消息缓冲器",
     "message.ban_words": "禁用词列表",
     "message.ban_msgs_regex": "禁用消息正则表达式列表",
-    
     # 意愿设置
     "willing.willing_mode": "回复意愿模式",
     "willing.response_willing_amplifier": "回复意愿放大系数",
     "willing.response_interested_rate_amplifier": "回复兴趣度放大系数",
     "willing.down_frequency_rate": "降低回复频率的群组回复意愿降低系数",
     "willing.emoji_response_penalty": "表情包回复惩罚系数",
-    
     # 表情设置
     "emoji.max_emoji_num": "表情包最大数量",
     "emoji.max_reach_deletion": "达到最大数量时是否删除表情包",
@@ -103,7 +93,6 @@ CONFIG_DESCRIPTIONS = {
     "emoji.auto_save": "是否保存表情包和图片",
     "emoji.enable_check": "是否启用表情包过滤",
     "emoji.check_prompt": "表情包过滤要求",
-    
     # 记忆设置
     "memory.build_memory_interval": "记忆构建间隔（秒）",
     "memory.build_memory_distribution": "记忆构建分布参数",
@@ -114,130 +103,118 @@ CONFIG_DESCRIPTIONS = {
     "memory.memory_forget_time": "记忆遗忘时间（小时）",
     "memory.memory_forget_percentage": "记忆遗忘比例",
     "memory.memory_ban_words": "记忆禁用词列表",
-    
     # 情绪设置
     "mood.mood_update_interval": "情绪更新间隔（秒）",
     "mood.mood_decay_rate": "情绪衰减率",
     "mood.mood_intensity_factor": "情绪强度因子",
-    
     # 关键词反应
     "keywords_reaction.enable": "是否启用关键词反应功能",
-    
     # 中文错别字
     "chinese_typo.enable": "是否启用中文错别字生成器",
     "chinese_typo.error_rate": "单字替换概率",
     "chinese_typo.min_freq": "最小字频阈值",
     "chinese_typo.tone_error_rate": "声调错误概率",
     "chinese_typo.word_replace_rate": "整词替换概率",
-    
     # 回复分割器
     "response_spliter.enable_response_spliter": "是否启用回复分割器",
     "response_spliter.response_max_length": "回复允许的最大长度",
     "response_spliter.response_max_sentence_num": "回复允许的最大句子数",
-    
     # 远程设置
     "remote.enable": "是否启用远程统计",
-    
     # 实验功能
     "experimental.enable_friend_chat": "是否启用好友聊天",
     "experimental.pfc_chatting": "是否启用PFC聊天",
-    
     # 模型设置
     "model.llm_reasoning.name": "推理模型名称",
     "model.llm_reasoning.provider": "推理模型提供商",
     "model.llm_reasoning.pri_in": "推理模型输入价格",
     "model.llm_reasoning.pri_out": "推理模型输出价格",
-    
     "model.llm_normal.name": "回复模型名称",
     "model.llm_normal.provider": "回复模型提供商",
     "model.llm_normal.pri_in": "回复模型输入价格",
     "model.llm_normal.pri_out": "回复模型输出价格",
-    
     "model.llm_emotion_judge.name": "表情判断模型名称",
     "model.llm_emotion_judge.provider": "表情判断模型提供商",
     "model.llm_emotion_judge.pri_in": "表情判断模型输入价格",
     "model.llm_emotion_judge.pri_out": "表情判断模型输出价格",
-    
     "model.llm_topic_judge.name": "主题判断模型名称",
     "model.llm_topic_judge.provider": "主题判断模型提供商",
     "model.llm_topic_judge.pri_in": "主题判断模型输入价格",
     "model.llm_topic_judge.pri_out": "主题判断模型输出价格",
-    
     "model.llm_summary_by_topic.name": "概括模型名称",
     "model.llm_summary_by_topic.provider": "概括模型提供商",
     "model.llm_summary_by_topic.pri_in": "概括模型输入价格",
     "model.llm_summary_by_topic.pri_out": "概括模型输出价格",
-    
     "model.moderation.name": "内容审核模型名称",
     "model.moderation.provider": "内容审核模型提供商",
     "model.moderation.pri_in": "内容审核模型输入价格",
     "model.moderation.pri_out": "内容审核模型输出价格",
-    
     "model.vlm.name": "图像识别模型名称",
     "model.vlm.provider": "图像识别模型提供商",
     "model.vlm.pri_in": "图像识别模型输入价格",
     "model.vlm.pri_out": "图像识别模型输出价格",
-    
     "model.embedding.name": "嵌入模型名称",
     "model.embedding.provider": "嵌入模型提供商",
     "model.embedding.pri_in": "嵌入模型输入价格",
     "model.embedding.pri_out": "嵌入模型输出价格",
-    
     "model.llm_observation.name": "观察模型名称",
     "model.llm_observation.provider": "观察模型提供商",
     "model.llm_observation.pri_in": "观察模型输入价格",
     "model.llm_observation.pri_out": "观察模型输出价格",
-    
     "model.llm_sub_heartflow.name": "子心流模型名称",
     "model.llm_sub_heartflow.provider": "子心流模型提供商",
     "model.llm_sub_heartflow.pri_in": "子心流模型输入价格",
     "model.llm_sub_heartflow.pri_out": "子心流模型输出价格",
-    
     "model.llm_heartflow.name": "心流模型名称",
     "model.llm_heartflow.provider": "心流模型提供商",
     "model.llm_heartflow.pri_in": "心流模型输入价格",
     "model.llm_heartflow.pri_out": "心流模型输出价格",
 }
 
+
 # 获取翻译
 def get_translation(key):
     return SECTION_TRANSLATIONS.get(key, key)
 
+
 # 获取配置项描述
 def get_description(key):
     return CONFIG_DESCRIPTIONS.get(key, "")
 
+
 # 获取根目录路径
 def get_root_dir():
     try:
         # 获取当前脚本所在目录
-        if getattr(sys, 'frozen', False):
+        if getattr(sys, "frozen", False):
             # 如果是打包后的应用
             current_dir = os.path.dirname(sys.executable)
         else:
             # 如果是脚本运行
             current_dir = os.path.dirname(os.path.abspath(__file__))
-        
+
         # 获取根目录（假设当前脚本在temp_utils_ui目录下或者是可执行文件在根目录）
         if os.path.basename(current_dir) == "temp_utils_ui":
             root_dir = os.path.dirname(current_dir)
         else:
             root_dir = current_dir
-        
+
         # 检查是否存在config目录
         config_dir = os.path.join(root_dir, "config")
         if not os.path.exists(config_dir):
             os.makedirs(config_dir, exist_ok=True)
-        
+
         return root_dir
     except Exception as e:
         print(f"获取根目录路径失败: {e}")
         # 返回当前目录作为备选
         return os.getcwd()
 
+
 # 配置文件路径
 CONFIG_PATH = os.path.join(get_root_dir(), "config", "bot_config.toml")
 
+
 # 保存配置
 def save_config(config_data):
     try:
@@ -247,17 +224,17 @@ def save_config(config_data):
             backup_dir = os.path.join(os.path.dirname(CONFIG_PATH), "old")
             if not os.path.exists(backup_dir):
                 os.makedirs(backup_dir)
-            
+
             # 生成备份文件名（使用时间戳）
             timestamp = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
             backup_filename = f"bot_config_{timestamp}.toml.bak"
             backup_path = os.path.join(backup_dir, backup_filename)
-            
+
             # 复制文件
             with open(CONFIG_PATH, "r", encoding="utf-8") as src:
                 with open(backup_path, "w", encoding="utf-8") as dst:
                     dst.write(src.read())
-        
+
         # 保存新配置
         with open(CONFIG_PATH, "w", encoding="utf-8") as f:
             toml.dump(config_data, f)
@@ -266,6 +243,7 @@ def save_config(config_data):
         print(f"保存配置失败: {e}")
         return False
 
+
 # 加载配置
 def load_config():
     try:
@@ -279,80 +257,82 @@ def load_config():
         print(f"加载配置失败: {e}")
         return {}
 
+
 # 多行文本输入框
 class ScrollableTextFrame(ctk.CTkFrame):
     def __init__(self, master, initial_text="", height=100, width=400, **kwargs):
         super().__init__(master, **kwargs)
-        
+
         self.text_var = StringVar(value=initial_text)
-        
+
         # 文本框
         self.text_box = ctk.CTkTextbox(self, height=height, width=width, wrap="word")
         self.text_box.pack(fill="both", expand=True, padx=5, pady=5)
         self.text_box.insert("1.0", initial_text)
-        
+
         # 绑定更改事件
         self.text_box.bind("<KeyRelease>", self.update_var)
-    
+
     def update_var(self, event=None):
         self.text_var.set(self.text_box.get("1.0", "end-1c"))
-    
+
     def get(self):
         return self.text_box.get("1.0", "end-1c")
-    
+
     def set(self, text):
         self.text_box.delete("1.0", "end")
         self.text_box.insert("1.0", text)
         self.update_var()
 
+
 # 配置UI
 class ConfigUI(ctk.CTk):
     def __init__(self):
         super().__init__()
-        
+
         # 窗口设置
         self.title("麦麦配置修改器")
         self.geometry("1100x750")
-        
+
         # 加载配置
         self.config_data = load_config()
         if not self.config_data:
             messagebox.showerror("错误", "无法加载配置文件！将创建空白配置文件。")
             # 如果配置加载失败，创建一个最小化的空配置
             self.config_data = {"inner": {"version": "1.0.0"}}
-        
+
         # 保存原始配置，用于检测变更
         self.original_config = json.dumps(self.config_data, sort_keys=True)
-        
+
         # 自动保存状态
         self.auto_save = ctk.BooleanVar(value=False)
-        
+
         # 创建主框架
         self.main_frame = ctk.CTkFrame(self)
         self.main_frame.pack(padx=10, pady=10, fill="both", expand=True)
-        
+
         # 创建顶部工具栏
         self.create_toolbar()
-        
+
         # 创建标签和输入框的字典，用于后续保存配置
         self.config_vars = {}
-        
+
         # 创建左侧导航和右侧内容区域
         self.create_split_view()
-        
+
         # 创建底部状态栏
         self.status_label = ctk.CTkLabel(self, text="就绪", anchor="w")
         self.status_label.pack(fill="x", padx=10, pady=(0, 5))
-        
+
         # 绑定关闭事件
         self.protocol("WM_DELETE_WINDOW", self.on_closing)
-        
+
         # 设置最小窗口大小
         self.minsize(800, 600)
-        
+
         # 居中显示窗口
         self.center_window()
-    
+
     def center_window(self):
         """将窗口居中显示"""
         try:
@@ -366,112 +346,112 @@ class ConfigUI(ctk.CTk):
             print(f"居中窗口时出错: {e}")
             # 使用默认位置
             pass
-    
+
     def create_toolbar(self):
         toolbar = ctk.CTkFrame(self.main_frame, height=40)
         toolbar.pack(fill="x", padx=5, pady=5)
-        
+
         # 保存按钮
         save_btn = ctk.CTkButton(toolbar, text="保存配置", command=self.save_config, width=100)
         save_btn.pack(side="left", padx=5)
-        
+
         # 自动保存选项
         auto_save_cb = ctk.CTkCheckBox(toolbar, text="自动保存", variable=self.auto_save)
         auto_save_cb.pack(side="left", padx=15)
-        
+
         # 重新加载按钮
         reload_btn = ctk.CTkButton(toolbar, text="重新加载", command=self.reload_config, width=100)
         reload_btn.pack(side="left", padx=5)
-        
+
         # 手动备份按钮
         backup_btn = ctk.CTkButton(toolbar, text="手动备份", command=self.backup_config, width=100)
         backup_btn.pack(side="left", padx=5)
-        
+
         # 查看备份按钮
         view_backup_btn = ctk.CTkButton(toolbar, text="查看备份", command=self.view_backups, width=100)
         view_backup_btn.pack(side="left", padx=5)
-        
+
         # 导入导出菜单按钮
         import_export_btn = ctk.CTkButton(toolbar, text="导入/导出", command=self.show_import_export_menu, width=100)
         import_export_btn.pack(side="left", padx=5)
-        
+
         # 关于按钮
         about_btn = ctk.CTkButton(toolbar, text="关于", command=self.show_about, width=80)
         about_btn.pack(side="right", padx=5)
-    
+
     def create_split_view(self):
         # 创建分隔视图框架
         split_frame = ctk.CTkFrame(self.main_frame)
         split_frame.pack(fill="both", expand=True, padx=5, pady=5)
-        
+
         # 左侧分类列表
         self.category_frame = ctk.CTkFrame(split_frame, width=220)
         self.category_frame.pack(side="left", fill="y", padx=(0, 5), pady=0)
         self.category_frame.pack_propagate(False)  # 固定宽度
-        
+
         # 右侧内容区域
         self.content_frame = ctk.CTkScrollableFrame(split_frame)
         self.content_frame.pack(side="right", fill="both", expand=True)
-        
+
         # 创建类别列表
         self.create_category_list()
-    
+
     def create_category_list(self):
         # 标题和搜索框
         header_frame = ctk.CTkFrame(self.category_frame)
         header_frame.pack(fill="x", padx=5, pady=(10, 5))
-        
+
         ctk.CTkLabel(header_frame, text="配置分类", font=("Arial", 14, "bold")).pack(side="left", padx=5, pady=5)
-        
+
         # 搜索按钮
         search_btn = ctk.CTkButton(
-            header_frame, 
-            text="🔍", 
-            width=30, 
+            header_frame,
+            text="🔍",
+            width=30,
             command=self.show_search_dialog,
             fg_color="transparent",
-            hover_color=("gray80", "gray30")
+            hover_color=("gray80", "gray30"),
         )
         search_btn.pack(side="right", padx=5, pady=5)
-        
+
         # 分类按钮
         self.category_buttons = {}
         self.active_category = None
-        
+
         # 分类按钮容器
         buttons_frame = ctk.CTkScrollableFrame(self.category_frame, height=600)
         buttons_frame.pack(fill="both", expand=True, padx=5, pady=5)
-        
+
         for section in self.config_data:
             # 跳过inner部分，这个不应该被用户修改
             if section == "inner":
                 continue
-            
+
             # 获取翻译
             section_name = f"{section} ({get_translation(section)})"
-            
+
             btn = ctk.CTkButton(
-                buttons_frame, 
+                buttons_frame,
                 text=section_name,
                 fg_color="transparent",
                 text_color=("gray10", "gray90"),
                 anchor="w",
                 height=35,
-                command=lambda s=section: self.show_category(s)
+                command=lambda s=section: self.show_category(s),
             )
             btn.pack(fill="x", padx=5, pady=2)
             self.category_buttons[section] = btn
-        
+
         # 默认显示第一个分类
         first_section = next((s for s in self.config_data.keys() if s != "inner"), None)
         if first_section:
             self.show_category(first_section)
-    
+
     def show_category(self, category):
         # 清除当前内容
         for widget in self.content_frame.winfo_children():
             widget.destroy()
-        
+
         # 更新按钮状态
         for section, btn in self.category_buttons.items():
             if section == category:
@@ -479,49 +459,38 @@ class ConfigUI(ctk.CTk):
                 self.active_category = section
             else:
                 btn.configure(fg_color="transparent")
-        
+
         # 获取翻译
         category_name = f"{category} ({get_translation(category)})"
-        
+
         # 添加标题
-        ctk.CTkLabel(
-            self.content_frame, 
-            text=f"{category_name} 配置", 
-            font=("Arial", 16, "bold")
-        ).pack(anchor="w", padx=10, pady=(5, 15))
-        
-        # 添加配置项
-        self.add_config_section(
-            self.content_frame, 
-            category, 
-            self.config_data[category]
+        ctk.CTkLabel(self.content_frame, text=f"{category_name} 配置", font=("Arial", 16, "bold")).pack(
+            anchor="w", padx=10, pady=(5, 15)
         )
-    
+
+        # 添加配置项
+        self.add_config_section(self.content_frame, category, self.config_data[category])
+
     def add_config_section(self, parent, section_path, section_data, indent=0):
         # 递归添加配置项
         for key, value in section_data.items():
             full_path = f"{section_path}.{key}" if indent > 0 else f"{section_path}.{key}"
-            
+
             # 获取描述
             description = get_description(full_path)
-            
+
             if isinstance(value, dict):
                 # 如果是字典，创建一个分组框架并递归添加子项
                 group_frame = ctk.CTkFrame(parent)
                 group_frame.pack(fill="x", expand=True, padx=10, pady=10)
-                
+
                 # 添加标题
                 header_frame = ctk.CTkFrame(group_frame, fg_color=("gray85", "gray25"))
                 header_frame.pack(fill="x", padx=0, pady=0)
-                
-                label = ctk.CTkLabel(
-                    header_frame, 
-                    text=f"{key}", 
-                    font=("Arial", 13, "bold"),
-                    anchor="w"
-                )
+
+                label = ctk.CTkLabel(header_frame, text=f"{key}", font=("Arial", 13, "bold"), anchor="w")
                 label.pack(anchor="w", padx=10, pady=5)
-                
+
                 # 如果有描述，添加提示图标
                 if description:
                     # 创建工具提示窗口显示函数
@@ -529,221 +498,179 @@ class ConfigUI(ctk.CTk):
                         x, y, _, _ = widget.bbox("all")
                         x += widget.winfo_rootx() + 25
                         y += widget.winfo_rooty() + 25
-                        
+
                         # 创建工具提示窗口
                         tipwindow = ctk.CTkToplevel(widget)
                         tipwindow.wm_overrideredirect(True)
                         tipwindow.wm_geometry(f"+{x}+{y}")
                         tipwindow.lift()
-                        
-                        label = ctk.CTkLabel(
-                            tipwindow, 
-                            text=text, 
-                            justify="left",
-                            wraplength=300
-                        )
+
+                        label = ctk.CTkLabel(tipwindow, text=text, justify="left", wraplength=300)
                         label.pack(padx=5, pady=5)
-                        
+
                         # 自动关闭
                         def close_tooltip():
                             tipwindow.destroy()
-                        
+
                         widget.after(3000, close_tooltip)
                         return tipwindow
-                    
+
                     # 在标题后添加提示图标
                     tip_label = ctk.CTkLabel(
-                        header_frame,
-                        text="ℹ️",
-                        font=("Arial", 12),
-                        text_color="light blue",
-                        width=20
+                        header_frame, text="ℹ️", font=("Arial", 12), text_color="light blue", width=20
                     )
                     tip_label.pack(side="right", padx=5)
-                    
+
                     # 绑定鼠标悬停事件
                     tip_label.bind("<Enter>", lambda e, t=description, w=tip_label: show_tooltip(e, t, w))
-                
+
                 # 添加内容
                 content_frame = ctk.CTkFrame(group_frame)
                 content_frame.pack(fill="x", expand=True, padx=5, pady=5)
-                
-                self.add_config_section(content_frame, full_path, value, indent+1)
-            
+
+                self.add_config_section(content_frame, full_path, value, indent + 1)
+
             elif isinstance(value, list):
                 # 如果是列表，创建一个文本框用于编辑JSON格式的列表
                 frame = ctk.CTkFrame(parent)
                 frame.pack(fill="x", expand=True, padx=5, pady=5)
-                
+
                 # 标签和输入框在一行
                 label_frame = ctk.CTkFrame(frame)
                 label_frame.pack(fill="x", padx=5, pady=(5, 0))
-                
+
                 # 标签包含描述提示
                 label_text = f"{key}:"
                 if description:
                     label_text = f"{key}: ({description})"
-                    
-                label = ctk.CTkLabel(
-                    label_frame, 
-                    text=label_text, 
-                    font=("Arial", 12), 
-                    anchor="w"
-                )
-                label.pack(anchor="w", padx=5 + indent*10, pady=0)
-                
+
+                label = ctk.CTkLabel(label_frame, text=label_text, font=("Arial", 12), anchor="w")
+                label.pack(anchor="w", padx=5 + indent * 10, pady=0)
+
                 # 添加提示信息
-                info_label = ctk.CTkLabel(
-                    label_frame, 
-                    text="(列表格式: JSON)", 
-                    font=("Arial", 9),
-                    text_color="gray50"
-                )
-                info_label.pack(anchor="w", padx=5 + indent*10, pady=(0, 5))
-                
+                info_label = ctk.CTkLabel(label_frame, text="(列表格式: JSON)", font=("Arial", 9), text_color="gray50")
+                info_label.pack(anchor="w", padx=5 + indent * 10, pady=(0, 5))
+
                 # 确定文本框高度，根据列表项数量决定
                 list_height = max(100, min(len(value) * 20 + 40, 200))
-                
+
                 # 将列表转换为JSON字符串，美化格式
                 json_str = json.dumps(value, ensure_ascii=False, indent=2)
-                
+
                 # 使用多行文本框
-                text_frame = ScrollableTextFrame(
-                    frame, 
-                    initial_text=json_str,
-                    height=list_height,
-                    width=550
-                )
-                text_frame.pack(fill="x", padx=10 + indent*10, pady=5)
-                
+                text_frame = ScrollableTextFrame(frame, initial_text=json_str, height=list_height, width=550)
+                text_frame.pack(fill="x", padx=10 + indent * 10, pady=5)
+
                 self.config_vars[full_path] = (text_frame.text_var, "list")
-                
+
                 # 绑定变更事件，用于自动保存
                 text_frame.text_box.bind("<FocusOut>", lambda e, path=full_path: self.on_field_change(path))
-            
+
             elif isinstance(value, bool):
                 # 如果是布尔值，创建一个复选框
                 frame = ctk.CTkFrame(parent)
                 frame.pack(fill="x", expand=True, padx=5, pady=5)
-                
+
                 var = ctk.BooleanVar(value=value)
                 self.config_vars[full_path] = (var, "bool")
-                
+
                 # 复选框文本包含描述
                 checkbox_text = key
                 if description:
                     checkbox_text = f"{key} ({description})"
-                    
+
                 checkbox = ctk.CTkCheckBox(
-                    frame, 
-                    text=checkbox_text, 
-                    variable=var,
-                    command=lambda path=full_path: self.on_field_change(path)
+                    frame, text=checkbox_text, variable=var, command=lambda path=full_path: self.on_field_change(path)
                 )
-                checkbox.pack(anchor="w", padx=10 + indent*10, pady=5)
-            
+                checkbox.pack(anchor="w", padx=10 + indent * 10, pady=5)
+
             elif isinstance(value, (int, float)):
                 # 如果是数字，创建一个数字输入框
                 frame = ctk.CTkFrame(parent)
                 frame.pack(fill="x", expand=True, padx=5, pady=5)
-                
+
                 # 标签包含描述
                 label_text = f"{key}:"
                 if description:
                     label_text = f"{key}: ({description})"
-                    
-                label = ctk.CTkLabel(
-                    frame, 
-                    text=label_text, 
-                    font=("Arial", 12),
-                    anchor="w"
-                )
-                label.pack(anchor="w", padx=10 + indent*10, pady=(5, 0))
-                
+
+                label = ctk.CTkLabel(frame, text=label_text, font=("Arial", 12), anchor="w")
+                label.pack(anchor="w", padx=10 + indent * 10, pady=(5, 0))
+
                 var = StringVar(value=str(value))
                 self.config_vars[full_path] = (var, "number", type(value))
-                
+
                 # 判断数值的长度，决定输入框宽度
                 entry_width = max(200, min(len(str(value)) * 15, 300))
-                
+
                 entry = ctk.CTkEntry(frame, width=entry_width, textvariable=var)
-                entry.pack(anchor="w", padx=10 + indent*10, pady=5)
-                
+                entry.pack(anchor="w", padx=10 + indent * 10, pady=5)
+
                 # 绑定变更事件，用于自动保存
                 entry.bind("<FocusOut>", lambda e, path=full_path: self.on_field_change(path))
-            
+
             else:
                 # 对于字符串，创建一个文本输入框
                 frame = ctk.CTkFrame(parent)
                 frame.pack(fill="x", expand=True, padx=5, pady=5)
-                
+
                 # 标签包含描述
                 label_text = f"{key}:"
                 if description:
                     label_text = f"{key}: ({description})"
-                    
-                label = ctk.CTkLabel(
-                    frame, 
-                    text=label_text, 
-                    font=("Arial", 12),
-                    anchor="w"
-                )
-                label.pack(anchor="w", padx=10 + indent*10, pady=(5, 0))
-                
+
+                label = ctk.CTkLabel(frame, text=label_text, font=("Arial", 12), anchor="w")
+                label.pack(anchor="w", padx=10 + indent * 10, pady=(5, 0))
+
                 var = StringVar(value=str(value))
                 self.config_vars[full_path] = (var, "string")
-                
+
                 # 判断文本长度，决定输入框的类型和大小
                 text_len = len(str(value))
-                
-                if text_len > 80 or '\n' in str(value):
+
+                if text_len > 80 or "\n" in str(value):
                     # 对于长文本或多行文本，使用多行文本框
-                    text_height = max(80, min(str(value).count('\n') * 20 + 40, 150))
-                    
-                    text_frame = ScrollableTextFrame(
-                        frame, 
-                        initial_text=str(value),
-                        height=text_height,
-                        width=550
-                    )
-                    text_frame.pack(fill="x", padx=10 + indent*10, pady=5)
+                    text_height = max(80, min(str(value).count("\n") * 20 + 40, 150))
+
+                    text_frame = ScrollableTextFrame(frame, initial_text=str(value), height=text_height, width=550)
+                    text_frame.pack(fill="x", padx=10 + indent * 10, pady=5)
                     self.config_vars[full_path] = (text_frame.text_var, "string")
-                    
+
                     # 绑定变更事件，用于自动保存
                     text_frame.text_box.bind("<FocusOut>", lambda e, path=full_path: self.on_field_change(path))
                 else:
                     # 对于短文本，使用单行输入框
                     # 根据内容长度动态调整输入框宽度
                     entry_width = max(400, min(text_len * 10, 550))
-                    
+
                     entry = ctk.CTkEntry(frame, width=entry_width, textvariable=var)
-                    entry.pack(anchor="w", padx=10 + indent*10, pady=5, fill="x")
-                    
+                    entry.pack(anchor="w", padx=10 + indent * 10, pady=5, fill="x")
+
                     # 绑定变更事件，用于自动保存
                     entry.bind("<FocusOut>", lambda e, path=full_path: self.on_field_change(path))
-    
+
     def on_field_change(self, path):
         """当字段值改变时调用，用于自动保存"""
         if self.auto_save.get():
             self.save_config(show_message=False)
             self.status_label.configure(text=f"已自动保存更改 ({path})")
-    
+
     def save_config(self, show_message=True):
         """保存配置文件"""
         # 更新配置数据
         updated = False
         _error_path = None
-        
+
         for path, (var, var_type, *args) in self.config_vars.items():
             parts = path.split(".")
-            
+
             # 如果路径有多层级
             target = self.config_data
             for p in parts[:-1]:
                 if p not in target:
                     target[p] = {}
                 target = target[p]
-            
+
             # 根据变量类型更新值
             try:
                 if var_type == "bool":
@@ -751,7 +678,6 @@ class ConfigUI(ctk.CTk):
                         target[parts[-1]] = var.get()
                         updated = True
                 elif var_type == "number":
-
                     # 获取原始类型（int或float）
                     num_type = args[0] if args else int
                     new_value = num_type(var.get())
@@ -760,7 +686,6 @@ class ConfigUI(ctk.CTk):
                         updated = True
 
                 elif var_type == "list":
-
                     # 解析JSON字符串为列表
                     new_value = json.loads(var.get())
                     if json.dumps(target[parts[-1]], sort_keys=True) != json.dumps(new_value, sort_keys=True):
@@ -777,11 +702,11 @@ class ConfigUI(ctk.CTk):
                 else:
                     self.status_label.configure(text=f"保存失败: {e}")
                 return False
-        
+
         if not updated and show_message:
             self.status_label.configure(text="无更改，无需保存")
             return True
-        
+
         # 保存配置
         if save_config(self.config_data):
             if show_message:
@@ -794,7 +719,7 @@ class ConfigUI(ctk.CTk):
             else:
                 self.status_label.configure(text="保存失败！")
             return False
-    
+
     def reload_config(self):
         """重新加载配置"""
         if self.check_unsaved_changes():
@@ -802,28 +727,28 @@ class ConfigUI(ctk.CTk):
             if not self.config_data:
                 messagebox.showerror("错误", "无法加载配置文件！")
                 return
-            
+
             # 保存原始配置，用于检测变更
             self.original_config = json.dumps(self.config_data, sort_keys=True)
-            
+
             # 重新显示当前分类
             self.show_category(self.active_category)
-            
+
             self.status_label.configure(text="配置已重新加载")
-    
+
     def check_unsaved_changes(self):
         """检查是否有未保存的更改"""
         # 临时更新配置数据以进行比较
         temp_config = self.config_data.copy()
-        
+
         try:
             for path, (var, var_type, *args) in self.config_vars.items():
                 parts = path.split(".")
-                
+
                 target = temp_config
                 for p in parts[:-1]:
                     target = target[p]
-                
+
                 if var_type == "bool":
                     target[parts[-1]] = var.get()
                 elif var_type == "number":
@@ -836,24 +761,20 @@ class ConfigUI(ctk.CTk):
         except (ValueError, json.JSONDecodeError):
             # 如果有无效输入，认为有未保存更改
             return False
-        
+
         # 比较原始配置和当前配置
         current_config = json.dumps(temp_config, sort_keys=True)
-        
+
         if current_config != self.original_config:
-            result = messagebox.askyesnocancel(
-                "未保存的更改", 
-                "有未保存的更改，是否保存？",
-                icon="warning"
-            )
-            
+            result = messagebox.askyesnocancel("未保存的更改", "有未保存的更改，是否保存？", icon="warning")
+
             if result is None:  # 取消
                 return False
             elif result:  # 是
                 return self.save_config()
-        
+
         return True
-    
+
     def show_about(self):
         """显示关于对话框"""
         about_window = ctk.CTkToplevel(self)
@@ -861,37 +782,25 @@ class ConfigUI(ctk.CTk):
         about_window.geometry("400x200")
         about_window.resizable(False, False)
         about_window.grab_set()  # 模态对话框
-        
+
         # 居中
         x = self.winfo_x() + (self.winfo_width() - 400) // 2
         y = self.winfo_y() + (self.winfo_height() - 200) // 2
         about_window.geometry(f"+{x}+{y}")
-        
+
         # 内容
-        ctk.CTkLabel(
-            about_window, 
-            text="麦麦配置修改器", 
-            font=("Arial", 16, "bold")
-        ).pack(pady=(20, 10))
-        
-        ctk.CTkLabel(
-            about_window, 
-            text="用于修改MaiBot-Core的配置文件\n配置文件路径: config/bot_config.toml"
-        ).pack(pady=5)
-        
-        ctk.CTkLabel(
-            about_window, 
-            text="注意: 修改配置前请备份原始配置文件",
-            text_color=("red", "light coral")
-        ).pack(pady=5)
-        
-        ctk.CTkButton(
-            about_window, 
-            text="确定", 
-            command=about_window.destroy,
-            width=100
-        ).pack(pady=15)
-    
+        ctk.CTkLabel(about_window, text="麦麦配置修改器", font=("Arial", 16, "bold")).pack(pady=(20, 10))
+
+        ctk.CTkLabel(about_window, text="用于修改MaiBot-Core的配置文件\n配置文件路径: config/bot_config.toml").pack(
+            pady=5
+        )
+
+        ctk.CTkLabel(about_window, text="注意: 修改配置前请备份原始配置文件", text_color=("red", "light coral")).pack(
+            pady=5
+        )
+
+        ctk.CTkButton(about_window, text="确定", command=about_window.destroy, width=100).pack(pady=15)
+
     def on_closing(self):
         """关闭窗口前检查未保存更改"""
         if self.check_unsaved_changes():
@@ -904,22 +813,22 @@ class ConfigUI(ctk.CTk):
             if not os.path.exists(CONFIG_PATH):
                 messagebox.showerror("错误", "配置文件不存在！")
                 return False
-            
+
             # 创建备份目录
             backup_dir = os.path.join(os.path.dirname(CONFIG_PATH), "old")
             if not os.path.exists(backup_dir):
                 os.makedirs(backup_dir)
-            
+
             # 生成备份文件名（使用时间戳）
             timestamp = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
             backup_filename = f"bot_config_{timestamp}.toml.bak"
             backup_path = os.path.join(backup_dir, backup_filename)
-            
+
             # 复制文件
             with open(CONFIG_PATH, "r", encoding="utf-8") as src:
                 with open(backup_path, "w", encoding="utf-8") as dst:
                     dst.write(src.read())
-            
+
             messagebox.showinfo("成功", f"配置已备份到:\n{backup_path}")
             self.status_label.configure(text=f"手动备份已创建: {backup_filename}")
             return True
@@ -933,7 +842,7 @@ class ConfigUI(ctk.CTk):
         backup_dir = os.path.join(os.path.dirname(CONFIG_PATH), "old")
         if not os.path.exists(backup_dir):
             os.makedirs(backup_dir)
-        
+
         # 查找备份文件
         backup_files = []
         for filename in os.listdir(backup_dir):
@@ -941,109 +850,92 @@ class ConfigUI(ctk.CTk):
                 backup_path = os.path.join(backup_dir, filename)
                 mod_time = os.path.getmtime(backup_path)
                 backup_files.append((filename, backup_path, mod_time))
-        
+
         if not backup_files:
             messagebox.showinfo("提示", "未找到备份文件")
             return
-        
+
         # 按修改时间排序，最新的在前
         backup_files.sort(key=lambda x: x[2], reverse=True)
-        
+
         # 创建备份查看窗口
         backup_window = ctk.CTkToplevel(self)
         backup_window.title("备份文件")
         backup_window.geometry("600x400")
         backup_window.grab_set()  # 模态对话框
-        
+
         # 居中
         x = self.winfo_x() + (self.winfo_width() - 600) // 2
         y = self.winfo_y() + (self.winfo_height() - 400) // 2
         backup_window.geometry(f"+{x}+{y}")
-        
+
         # 创建说明标签
-        ctk.CTkLabel(
-            backup_window, 
-            text="备份文件列表 (双击可恢复)", 
-            font=("Arial", 14, "bold")
-        ).pack(pady=(10, 5), padx=10, anchor="w")
-        
+        ctk.CTkLabel(backup_window, text="备份文件列表 (双击可恢复)", font=("Arial", 14, "bold")).pack(
+            pady=(10, 5), padx=10, anchor="w"
+        )
+
         # 创建列表框
         backup_frame = ctk.CTkScrollableFrame(backup_window, width=580, height=300)
         backup_frame.pack(padx=10, pady=10, fill="both", expand=True)
-        
+
         # 添加备份文件项
         for _i, (filename, filepath, mod_time) in enumerate(backup_files):
             # 格式化时间为可读格式
             time_str = datetime.datetime.fromtimestamp(mod_time).strftime("%Y-%m-%d %H:%M:%S")
-            
+
             # 创建一个框架用于每个备份项
             item_frame = ctk.CTkFrame(backup_frame)
             item_frame.pack(fill="x", padx=5, pady=5)
-            
+
             # 显示备份文件信息
-            ctk.CTkLabel(
-                item_frame, 
-                text=f"{time_str}", 
-                font=("Arial", 12, "bold"),
-                width=200
-            ).pack(side="left", padx=10, pady=10)
-            
-            # 文件名
-            name_label = ctk.CTkLabel(
-                item_frame, 
-                text=filename,
-                font=("Arial", 11)
+            ctk.CTkLabel(item_frame, text=f"{time_str}", font=("Arial", 12, "bold"), width=200).pack(
+                side="left", padx=10, pady=10
             )
+
+            # 文件名
+            name_label = ctk.CTkLabel(item_frame, text=filename, font=("Arial", 11))
             name_label.pack(side="left", fill="x", expand=True, padx=5, pady=10)
-            
+
             # 恢复按钮
             restore_btn = ctk.CTkButton(
-                item_frame, 
-                text="恢复", 
-                width=80,
-                command=lambda path=filepath: self.restore_backup(path)
+                item_frame, text="恢复", width=80, command=lambda path=filepath: self.restore_backup(path)
             )
             restore_btn.pack(side="right", padx=10, pady=10)
-            
+
             # 绑定双击事件
             for widget in (item_frame, name_label):
                 widget.bind("<Double-1>", lambda e, path=filepath: self.restore_backup(path))
-        
+
         # 关闭按钮
-        ctk.CTkButton(
-            backup_window, 
-            text="关闭", 
-            command=backup_window.destroy,
-            width=100
-        ).pack(pady=10)
+        ctk.CTkButton(backup_window, text="关闭", command=backup_window.destroy, width=100).pack(pady=10)
 
     def restore_backup(self, backup_path):
         """从备份文件恢复配置"""
         if not os.path.exists(backup_path):
             messagebox.showerror("错误", "备份文件不存在！")
             return False
-        
+
         # 确认还原
         confirm = messagebox.askyesno(
-            "确认", 
+            "确认",
             f"确定要从以下备份文件恢复配置吗？\n{os.path.basename(backup_path)}\n\n这将覆盖当前的配置！",
-            icon="warning"
+            icon="warning",
         )
-        
+
         if not confirm:
             return False
-        
+
         try:
             # 先备份当前配置
             self.backup_config()
-            
+
             # 恢复配置
             with open(backup_path, "r", encoding="utf-8") as src:
                 with open(CONFIG_PATH, "w", encoding="utf-8") as dst:
                     dst.write(src.read())
-            
+
             messagebox.showinfo("成功", "配置已从备份恢复！")
-            
+
             # 重新加载配置
             self.reload_config()
             return True
@@ -1058,143 +950,141 @@ class ConfigUI(ctk.CTk):
             search_window.title("搜索配置项")
             search_window.geometry("500x400")
             search_window.grab_set()  # 模态对话框
-            
+
             # 居中
             x = self.winfo_x() + (self.winfo_width() - 500) // 2
             y = self.winfo_y() + (self.winfo_height() - 400) // 2
             search_window.geometry(f"+{x}+{y}")
-            
+
             # 搜索框
             search_frame = ctk.CTkFrame(search_window)
             search_frame.pack(fill="x", padx=10, pady=10)
-            
+
             search_var = StringVar()
-            search_entry = ctk.CTkEntry(search_frame, placeholder_text="输入关键词搜索...", width=380, textvariable=search_var)
+            search_entry = ctk.CTkEntry(
+                search_frame, placeholder_text="输入关键词搜索...", width=380, textvariable=search_var
+            )
             search_entry.pack(side="left", padx=5, pady=5, fill="x", expand=True)
-            
+
             # 结果列表框
             results_frame = ctk.CTkScrollableFrame(search_window, width=480, height=300)
             results_frame.pack(padx=10, pady=5, fill="both", expand=True)
-            
+
             # 搜索结果标签
             results_label = ctk.CTkLabel(results_frame, text="请输入关键词进行搜索", anchor="w")
             results_label.pack(fill="x", padx=10, pady=10)
-            
+
             # 结果项列表
             results_items = []
-            
+
             # 搜索函数
             def perform_search():
                 # 清除之前的结果
                 for item in results_items:
                     item.destroy()
                 results_items.clear()
-                
+
                 keyword = search_var.get().lower()
                 if not keyword:
                     results_label.configure(text="请输入关键词进行搜索")
                     return
-                
+
                 # 收集所有匹配的配置项
                 matches = []
-                
+
                 def search_config(section_path, config_data):
                     for key, value in config_data.items():
                         full_path = f"{section_path}.{key}" if section_path else key
-                        
+
                         # 检查键名是否匹配
                         if keyword in key.lower():
                             matches.append((full_path, value))
-                        
+
                         # 检查描述是否匹配
                         description = get_description(full_path)
                         if description and keyword in description.lower():
                             matches.append((full_path, value))
-                        
+
                         # 检查值是否匹配(仅字符串类型)
                         if isinstance(value, str) and keyword in value.lower():
                             matches.append((full_path, value))
-                        
+
                         # 递归搜索子项
                         if isinstance(value, dict):
                             search_config(full_path, value)
-                
+
                 # 开始搜索
                 search_config("", self.config_data)
-                
+
                 if not matches:
                     results_label.configure(text=f"未找到包含 '{keyword}' 的配置项")
                     return
-                
+
                 results_label.configure(text=f"找到 {len(matches)} 个匹配项")
-                
+
                 # 显示搜索结果
                 for full_path, value in matches:
                     # 创建一个框架用于每个结果项
                     item_frame = ctk.CTkFrame(results_frame)
                     item_frame.pack(fill="x", padx=5, pady=3)
                     results_items.append(item_frame)
-                    
+
                     # 配置项路径
                     path_parts = full_path.split(".")
                     section = path_parts[0] if len(path_parts) > 0 else ""
                     _key = path_parts[-1] if len(path_parts) > 0 else ""
-                    
+
                     # 获取描述
                     description = get_description(full_path)
                     desc_text = f" ({description})" if description else ""
-                    
+
                     # 显示完整路径
                     path_label = ctk.CTkLabel(
-                        item_frame, 
-                        text=f"{full_path}{desc_text}", 
+                        item_frame,
+                        text=f"{full_path}{desc_text}",
                         font=("Arial", 11, "bold"),
                         anchor="w",
-                        wraplength=450
+                        wraplength=450,
                     )
                     path_label.pack(anchor="w", padx=10, pady=(5, 0), fill="x")
-                    
+
                     # 显示值的预览（截断过长的值）
                     value_str = str(value)
                     if len(value_str) > 50:
                         value_str = value_str[:50] + "..."
-                    
+
                     value_label = ctk.CTkLabel(
-                        item_frame, 
-                        text=f"值: {value_str}", 
-                        font=("Arial", 10),
-                        anchor="w",
-                        wraplength=450
+                        item_frame, text=f"值: {value_str}", font=("Arial", 10), anchor="w", wraplength=450
                     )
                     value_label.pack(anchor="w", padx=10, pady=(0, 5), fill="x")
-                    
+
                     # 添加"转到"按钮
                     goto_btn = ctk.CTkButton(
-                        item_frame, 
-                        text="转到", 
+                        item_frame,
+                        text="转到",
                         width=60,
                         height=25,
-                        command=lambda s=section: self.goto_config_item(s, search_window)
+                        command=lambda s=section: self.goto_config_item(s, search_window),
                     )
                     goto_btn.pack(side="right", padx=10, pady=5)
-                    
+
                     # 绑定双击事件
                     for widget in (item_frame, path_label, value_label):
                         widget.bind("<Double-1>", lambda e, s=section: self.goto_config_item(s, search_window))
-            
+
             # 搜索按钮
             search_button = ctk.CTkButton(search_frame, text="搜索", width=80, command=perform_search)
             search_button.pack(side="right", padx=5, pady=5)
-            
+
             # 绑定回车键
             search_entry.bind("<Return>", lambda e: perform_search())
-            
+
             # 初始聚焦到搜索框
             search_window.after(100, lambda: self.safe_focus(search_entry))
         except Exception as e:
             print(f"显示搜索对话框出错: {e}")
             messagebox.showerror("错误", f"显示搜索对话框失败: {e}")
-    
+
     def safe_focus(self, widget):
         """安全地设置焦点，避免应用崩溃"""
         try:
@@ -1208,7 +1098,7 @@ class ConfigUI(ctk.CTk):
         """跳转到指定的配置项"""
         if dialog:
             dialog.destroy()
-        
+
         # 切换到相应的分类
         if section in self.category_buttons:
             self.show_category(section)
@@ -1220,44 +1110,29 @@ class ConfigUI(ctk.CTk):
         menu_window.geometry("300x200")
         menu_window.resizable(False, False)
         menu_window.grab_set()  # 模态对话框
-        
+
         # 居中
         x = self.winfo_x() + (self.winfo_width() - 300) // 2
         y = self.winfo_y() + (self.winfo_height() - 200) // 2
         menu_window.geometry(f"+{x}+{y}")
-        
+
         # 创建按钮
-        ctk.CTkLabel(
-            menu_window, 
-            text="配置导入导出", 
-            font=("Arial", 16, "bold")
-        ).pack(pady=(20, 10))
-        
+        ctk.CTkLabel(menu_window, text="配置导入导出", font=("Arial", 16, "bold")).pack(pady=(20, 10))
+
         # 导出按钮
         export_btn = ctk.CTkButton(
-            menu_window, 
-            text="导出配置到文件", 
-            command=lambda: self.export_config(menu_window),
-            width=200
+            menu_window, text="导出配置到文件", command=lambda: self.export_config(menu_window), width=200
         )
         export_btn.pack(pady=10)
-        
+
         # 导入按钮
         import_btn = ctk.CTkButton(
-            menu_window, 
-            text="从文件导入配置", 
-            command=lambda: self.import_config(menu_window),
-            width=200
+            menu_window, text="从文件导入配置", command=lambda: self.import_config(menu_window), width=200
         )
         import_btn.pack(pady=10)
-        
+
         # 取消按钮
-        cancel_btn = ctk.CTkButton(
-            menu_window, 
-            text="取消", 
-            command=menu_window.destroy,
-            width=100
-        )
+        cancel_btn = ctk.CTkButton(menu_window, text="取消", command=menu_window.destroy, width=100)
         cancel_btn.pack(pady=10)
 
     def export_config(self, parent_window=None):
@@ -1268,31 +1143,31 @@ class ConfigUI(ctk.CTk):
                 pass
             else:
                 return
-        
+
         # 选择保存位置
         timestamp = datetime.datetime.now().strftime("%Y%m%d_%H%M%S")
         default_filename = f"bot_config_export_{timestamp}.toml"
-        
+
         file_path = filedialog.asksaveasfilename(
             title="导出配置",
             filetypes=[("TOML 文件", "*.toml"), ("所有文件", "*.*")],
             defaultextension=".toml",
-            initialfile=default_filename
+            initialfile=default_filename,
         )
-        
+
         if not file_path:
             return
-        
+
         try:
             # 复制当前配置文件到选择的位置
             shutil.copy2(CONFIG_PATH, file_path)
-            
+
             messagebox.showinfo("成功", f"配置已导出到:\n{file_path}")
             self.status_label.configure(text=f"配置已导出到: {file_path}")
-            
+
             if parent_window:
                 parent_window.destroy()
-            
+
             return True
         except Exception as e:
             messagebox.showerror("导出失败", f"导出配置失败: {e}")
@@ -1303,57 +1178,55 @@ class ConfigUI(ctk.CTk):
         # 先检查是否有未保存的更改
         if not self.check_unsaved_changes():
             return
-        
+
         # 选择要导入的文件
         file_path = filedialog.askopenfilename(
-            title="导入配置",
-            filetypes=[("TOML 文件", "*.toml"), ("所有文件", "*.*")]
+            title="导入配置", filetypes=[("TOML 文件", "*.toml"), ("所有文件", "*.*")]
         )
-        
+
         if not file_path:
             return
-        
+
         try:
             # 尝试加载TOML文件以验证格式
             with open(file_path, "r", encoding="utf-8") as f:
                 import_data = toml.load(f)
-            
+
             # 验证导入文件的基本结构
             if "inner" not in import_data:
                 raise ValueError("导入的配置文件没有inner部分，格式不正确")
-            
+
             if "version" not in import_data["inner"]:
                 raise ValueError("导入的配置文件没有版本信息，格式不正确")
-            
+
             # 确认导入
             confirm = messagebox.askyesno(
-                "确认导入", 
-                f"确定要导入此配置文件吗？\n{file_path}\n\n这将替换当前的配置！",
-                icon="warning"
+                "确认导入", f"确定要导入此配置文件吗？\n{file_path}\n\n这将替换当前的配置！", icon="warning"
             )
-            
+
             if not confirm:
                 return
-            
+
             # 先备份当前配置
             self.backup_config()
-            
+
             # 复制导入的文件到配置位置
             shutil.copy2(file_path, CONFIG_PATH)
-            
+
             messagebox.showinfo("成功", "配置已导入，请重新加载以应用更改")
-            
+
             # 重新加载配置
             self.reload_config()
-            
+
             if parent_window:
                 parent_window.destroy()
-            
+
             return True
         except Exception as e:
             messagebox.showerror("导入失败", f"导入配置失败: {e}")
             return False
 
+
 # 主函数
 def main():
     try:
@@ -1365,6 +1238,7 @@ def main():
 
         import tkinter as tk
         from tkinter import messagebox
+
         root = tk.Tk()
         root.withdraw()
         messagebox.showerror("程序错误", f"程序运行时发生错误:\n{e}")

From 58dc9e08402d52fc1a9742d638baed7dcff0a747 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E6=98=A5=E6=B2=B3=E6=99=B4?= <bbleae@outlook.com>
Date: Tue, 8 Apr 2025 17:32:15 +0900
Subject: [PATCH 2/5] add CLAUDE.md

---
 CLAUDE.md | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)
 create mode 100644 CLAUDE.md

diff --git a/CLAUDE.md b/CLAUDE.md
new file mode 100644
index 000000000..02fe9f821
--- /dev/null
+++ b/CLAUDE.md
@@ -0,0 +1,20 @@
+# CLAUDE.md
+
+This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
+
+## Commands
+- **Run Bot**: `python bot.py`
+- **Lint**: `ruff check --fix .` or `ruff format .`
+- **Run Tests**: `python -m unittest discover -v`
+- **Run Single Test**: `python -m unittest src/plugins/message/test.py`
+
+## Code Style
+- **Formatting**: Line length 120 chars, use double quotes for strings
+- **Imports**: Group standard library, external packages, then internal imports
+- **Naming**: snake_case for functions/variables, PascalCase for classes
+- **Error Handling**: Use try/except blocks with specific exceptions
+- **Types**: Use type hints where possible
+- **Docstrings**: Document classes and complex functions
+- **Linting**: Follow ruff rules (E, F, B) with ignores E711, E501
+
+When making changes, run `ruff check --fix .` to ensure code follows style guidelines. The codebase uses Ruff for linting and formatting.
\ No newline at end of file

From e20030ba1a601db552e4623f097b79c42ed9541f Mon Sep 17 00:00:00 2001
From: UnCLAS-Prommer <gitunclasprommer@gmail.com>
Date: Tue, 8 Apr 2025 17:22:32 +0800
Subject: [PATCH 3/5] =?UTF-8?q?=E5=B0=9D=E8=AF=95prettify=20statics?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 src/plugins/utils/statistic.py | 25 +++++++++++++++++--------
 1 file changed, 17 insertions(+), 8 deletions(-)

diff --git a/src/plugins/utils/statistic.py b/src/plugins/utils/statistic.py
index eef10c01d..4b9afff39 100644
--- a/src/plugins/utils/statistic.py
+++ b/src/plugins/utils/statistic.py
@@ -2,7 +2,7 @@ import threading
 import time
 from collections import defaultdict
 from datetime import datetime, timedelta
-from typing import Any, Dict
+from typing import Any, Dict, List
 from src.common.logger import get_module_logger
 
 from ...common.database import db
@@ -22,6 +22,7 @@ class LLMStatistics:
         self.stats_thread = None
         self.console_thread = None
         self._init_database()
+        self.name_dict: Dict[List] = {}
 
     def _init_database(self):
         """初始化数据库集合"""
@@ -137,16 +138,24 @@ class LLMStatistics:
             # user_id = str(doc.get("user_info", {}).get("user_id", "unknown"))
             chat_info = doc.get("chat_info", {})
             user_info = doc.get("user_info", {})
+            message_time = doc.get("time", 0)
             group_info = chat_info.get("group_info") if chat_info else {}
             # print(f"group_info: {group_info}")
             group_name = None
             if group_info:
+                group_id = f"g{group_info.get('group_id')}"
                 group_name = group_info.get("group_name", f"群{group_info.get('group_id')}")
             if user_info and not group_name:
+                group_id = f"u{user_info['user_id']}"
                 group_name = user_info["user_nickname"]
+            if self.name_dict.get(group_id):
+                if message_time > self.name_dict.get(group_id)[1]:
+                    self.name_dict[group_id] = [group_name, message_time]
+            else:
+                self.name_dict[group_id] = [group_name, message_time]
             # print(f"group_name: {group_name}")
             stats["messages_by_user"][user_id] += 1
-            stats["messages_by_chat"][group_name] += 1
+            stats["messages_by_chat"][group_id] += 1
 
         return stats
 
@@ -187,7 +196,7 @@ class LLMStatistics:
                 tokens = stats["tokens_by_model"][model_name]
                 cost = stats["costs_by_model"][model_name]
                 output.append(
-                    data_fmt.format(model_name[:32] + ".." if len(model_name) > 32 else model_name, count, tokens, cost)
+                    data_fmt.format(model_name[:30] + ".." if len(model_name) > 32 else model_name, count, tokens, cost)
                 )
             output.append("")
 
@@ -221,8 +230,8 @@ class LLMStatistics:
             # 添加聊天统计
             output.append("群组统计:")
             output.append(("群组名称                              消息数量"))
-            for group_name, count in sorted(stats["messages_by_chat"].items()):
-                output.append(f"{group_name[:32]:<32}  {count:>10}")
+            for group_id, count in sorted(stats["messages_by_chat"].items()):
+                output.append(f"{self.name_dict[group_id][0][:32]:<32}  {count:>10}")
 
         return "\n".join(output)
 
@@ -250,7 +259,7 @@ class LLMStatistics:
                 tokens = stats["tokens_by_model"][model_name]
                 cost = stats["costs_by_model"][model_name]
                 output.append(
-                    data_fmt.format(model_name[:32] + ".." if len(model_name) > 32 else model_name, count, tokens, cost)
+                    data_fmt.format(model_name[:30] + ".." if len(model_name) > 32 else model_name, count, tokens, cost)
                 )
             output.append("")
 
@@ -284,8 +293,8 @@ class LLMStatistics:
             # 添加聊天统计
             output.append("群组统计:")
             output.append(("群组名称                              消息数量"))
-            for group_name, count in sorted(stats["messages_by_chat"].items()):
-                output.append(f"{group_name[:32]:<32}  {count:>10}")
+            for group_id, count in sorted(stats["messages_by_chat"].items()):
+                output.append(f"{self.name_dict[group_id][0][:32]:<32}  {count:>10}")
 
         return "\n".join(output)
 

From 8d12341c451c3d94c3ce98438bc0bdd347fd307b Mon Sep 17 00:00:00 2001
From: DrSmoothl <1787882683@qq.com>
Date: Tue, 8 Apr 2025 22:01:10 +0800
Subject: [PATCH 4/5] =?UTF-8?q?=E7=BE=8E=E5=8C=96README=E6=96=87=E4=BB=B6?=
 =?UTF-8?q?=EF=BC=8C=E5=A2=9E=E5=8A=A0=E8=A2=AB=E7=A7=BB=E9=99=A4=E7=9A=84?=
 =?UTF-8?q?=E6=BC=94=E7=A4=BA=E8=A7=86=E9=A2=91=E5=B0=81=E9=9D=A2?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md               | 155 ++++++++++++++++++++++------------------
 depends-data/maimai.png | Bin 0 -> 465565 bytes
 depends-data/video.png  | Bin 0 -> 63149 bytes
 3 files changed, 86 insertions(+), 69 deletions(-)
 create mode 100644 depends-data/maimai.png
 create mode 100644 depends-data/video.png

diff --git a/README.md b/README.md
index fa97fec14..95fcf006c 100644
--- a/README.md
+++ b/README.md
@@ -1,24 +1,62 @@
 # 麦麦！MaiCore-MaiMBot (编辑中)
+<br />
+<div align="center">
+
+  ![Python Version](https://img.shields.io/badge/Python-3.9+-blue)
+  ![License](https://img.shields.io/github/license/SengokuCola/MaiMBot?label=协议)
+  ![Status](https://img.shields.io/badge/状态-开发中-yellow)
+  ![Contributors](https://img.shields.io/github/contributors/MaiM-with-u/MaiBot.svg?style=flat&label=贡献者)
+  ![forks](https://img.shields.io/github/forks/MaiM-with-u/MaiBot.svg?style=flat&label=分支数)
+  ![stars](https://img.shields.io/github/stars/MaiM-with-u/MaiBot?style=flat&label=星标数)
+  ![issues](https://img.shields.io/github/issues/MaiM-with-u/MaiBot)
+
+  </div>
+
+<p align="center">
+  <!-- <a href="https://github.com/shaojintian/Best_README_template/">
+    <img src="depends-data/maimai.png" alt="Logo" width="200">
+  </a> -->
+
+  <h3 align="center">MaiBot(麦麦)</h3>
+  <p align="center">
+    一款专注于<strong> 群组聊天 </strong>的赛博网友
+    <br />
+    <a href="https://docs.mai-mai.org"><strong>探索本项目的文档 »</strong></a>
+    <br />
+    <br />
+    <a href="https://github.com/shaojintian/Best_README_template">查看Demo</a>
+    ·
+    <a href="https://github.com/shaojintian/Best_README_template/issues">报告Bug</a>
+    ·
+    <a href="https://github.com/shaojintian/Best_README_template/issues">提出新特性</a>
+  </p>
+  
+</p>
 
 ## 新版0.6.0部署前先阅读：https://docs.mai-mai.org/manual/usage/mmc_q_a
 
-<div align="center">
-
-![Python Version](https://img.shields.io/badge/Python-3.9+-blue)
-![License](https://img.shields.io/github/license/SengokuCola/MaiMBot)
-![Status](https://img.shields.io/badge/状态-开发中-yellow)
-
-</div>
 
 ## 📝 项目简介
 
 **🍔MaiCore是一个基于大语言模型的可交互智能体**
 
-- LLM 提供对话能力
-- 动态Prompt构建器
-- 实时的思维系统
-- MongoDB 提供数据持久化支持
-- 可扩展，可支持多种平台和多种功能
+
+- 💭 **智能对话系统**：基于LLM的自然语言交互
+- 🤔 **实时思维系统**：模拟人类思考过程
+- 💝 **情感表达系统**：丰富的表情包和情绪表达
+- 🧠 **持久记忆系统**：基于MongoDB的长期记忆存储
+- 🔄 **动态人格系统**：自适应的性格特征
+
+<div align="center">
+<a href="https://www.bilibili.com/video/BV1amAneGE3P" target="_blank">
+    <img src="depends-data/video.png" width="200" alt="麦麦演示视频">
+    <br>
+    👆 点击观看麦麦演示视频 👆
+</a>
+</div>
+
+
+### 📢 版本信息
 
 **最新版本: v0.6.0** ([查看更新日志](changelogs/changelog.md))
 > [!WARNING]
@@ -28,19 +66,12 @@
 > 次版本MaiBot将基于MaiCore运行，不再依赖于nonebot相关组件运行。
 > MaiBot将通过nonebot的插件与nonebot建立联系，然后nonebot与QQ建立联系，实现MaiBot与QQ的交互
 
-**分支介绍:**
-- main 稳定版本
-- dev 开发版（不知道什么意思就别下）
-- classical 0.6.0以前的版本
+**分支说明：**
+- `main`: 稳定发布版本
+- `dev`: 开发测试版本（不知道什么意思就别下）
+- `classical`: 0.6.0之前的版本
 
-<div align="center">
-<a href="https://www.bilibili.com/video/BV1amAneGE3P" target="_blank">
-    <img src="docs/pic/video.png" width="300" alt="麦麦演示视频">
-    <br>
-    👆 点击观看麦麦演示视频 👆
 
-</a>
-</div>
 
 > [!WARNING]
 > - 项目处于活跃开发阶段，代码可能随时更改
@@ -49,6 +80,12 @@
 > - 由于持续迭代，可能存在一些已知或未知的bug
 > - 由于开发中，可能消耗较多token
 
+### ⚠️ 重要提示
+
+- 升级到v0.6.0版本前请务必阅读：[升级指南](https://docs.mai-mai.org/manual/usage/mmc_q_a)
+- 本版本基于MaiCore重构，通过nonebot插件与QQ平台交互
+- 项目处于活跃开发阶段，功能和API可能随时调整
+
 ### 💬交流群（开发和建议相关讨论）不一定有空回复，会优先写文档和代码
 - [五群](https://qm.qq.com/q/JxvHZnxyec) 1022489779
 - [一群](https://qm.qq.com/q/VQ3XZrWgMs) 766798517 【已满】
@@ -72,55 +109,35 @@
 
 ## 🎯 功能介绍
 
-### 💬 聊天功能
-- 提供思维流（心流）聊天和推理聊天两种对话逻辑
-- 支持关键词检索主动发言：对消息的话题topic进行识别，如果检测到麦麦存储过的话题就会主动进行发言
-- 支持bot名字呼唤发言：检测到"麦麦"会主动发言，可配置
-- 支持多模型，多厂商自定义配置
-- 动态的prompt构建器，更拟人
-- 支持图片，转发消息，回复消息的识别
-- 支持私聊功能，可使用PFC模式的有目的多轮对话（实验性）
+| 模块 | 主要功能 | 特点 |
+|------|---------|------|
+| 💬 聊天系统 | • 思维流/推理聊天<br>• 关键词主动发言<br>• 多模型支持<br>• 动态prompt构建<br>• 私聊功能(PFC) | 拟人化交互 |
+| 🧠 思维流系统 | • 实时思考生成<br>• 自动启停机制<br>• 日程系统联动 | 智能化决策 |
+| 🧠 记忆系统 2.0 | • 优化记忆抽取<br>• 海马体记忆机制<br>• 聊天记录概括 | 持久化记忆 |
+| 😊 表情包系统 | • 情绪匹配发送<br>• GIF支持<br>• 自动收集与审查 | 丰富表达 |
+| 📅 日程系统 | • 动态日程生成<br>• 自定义想象力<br>• 思维流联动 | 智能规划 |
+| 👥 关系系统 2.0 | • 关系管理优化<br>• 丰富接口支持<br>• 个性化交互 | 深度社交 |
+| 📊 统计系统 | • 使用数据统计<br>• LLM调用记录<br>• 实时控制台显示 | 数据可视 |
+| 🔧 系统功能 | • 优雅关闭机制<br>• 自动数据保存<br>• 异常处理完善 | 稳定可靠 |
 
-### 🧠 思维流系统
-- 思维流能够在回复前后进行思考，生成实时想法
-- 思维流自动启停机制，提升资源利用效率
-- 思维流与日程系统联动，实现动态日程生成
+## 📐 项目架构
 
-### 🧠 记忆系统 2.0
-- 优化记忆抽取策略和prompt结构
-- 改进海马体记忆提取机制，提升自然度
-- 对聊天记录进行概括存储，在需要时调用
+```mermaid
+graph TD
+    A[MaiCore] --> B[对话系统]
+    A --> C[思维流系统]
+    A --> D[记忆系统]
+    A --> E[情感系统]
+    B --> F[多模型支持]
+    B --> G[动态Prompt]
+    C --> H[实时思考]
+    C --> I[日程联动]
+    D --> J[记忆存储]
+    D --> K[记忆检索]
+    E --> L[表情管理]
+    E --> M[情绪识别]
+```
 
-### 😊 表情包系统
-- 支持根据发言内容发送对应情绪的表情包
-- 支持识别和处理gif表情包
-- 会自动偷群友的表情包
-- 表情包审查功能
-- 表情包文件完整性自动检查
-- 自动清理缓存图片
-
-### 📅 日程系统
-- 动态更新的日程生成
-- 可自定义想象力程度
-- 与聊天情况交互（思维流模式下）
-
-### 👥 关系系统 2.0
-- 优化关系管理系统，适用于新版本
-- 提供更丰富的关系接口
-- 针对每个用户创建"关系"，实现个性化回复
-
-### 📊 统计系统
-- 详细的使用数据统计
-- LLM调用统计
-- 在控制台显示统计信息
-
-### 🔧 系统功能
-- 支持优雅的shutdown机制
-- 自动保存功能，定期保存聊天记录和关系数据
-- 完善的异常处理机制
-- 可自定义时区设置
-- 优化的日志输出格式
-- 配置自动更新功能
 
 ## 开发计划TODO：LIST
 
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HcmV?d00001


From cf3e64c7534f4e3361ffc3adeb702e97adbceb46 Mon Sep 17 00:00:00 2001
From: DrSmoothl <1787882683@qq.com>
Date: Tue, 8 Apr 2025 22:07:36 +0800
Subject: [PATCH 5/5] =?UTF-8?q?=E6=9B=B4=E6=96=B0=E9=BA=A6=E9=BA=A6?=
 =?UTF-8?q?=E7=AB=8B=E7=BB=98=EF=BC=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md | 16 ++++++++++------
 1 file changed, 10 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 95fcf006c..67aacb8e0 100644
--- a/README.md
+++ b/README.md
@@ -13,9 +13,13 @@
   </div>
 
 <p align="center">
-  <!-- <a href="https://github.com/shaojintian/Best_README_template/">
+  <a href="https://github.com/MaiM-with-u/MaiBot/">
     <img src="depends-data/maimai.png" alt="Logo" width="200">
-  </a> -->
+  </a>
+  <br />
+  <a href="https://space.bilibili.com/1344099355">
+    画师：略nd
+  </a>
 
   <h3 align="center">MaiBot(麦麦)</h3>
   <p align="center">
@@ -24,11 +28,11 @@
     <a href="https://docs.mai-mai.org"><strong>探索本项目的文档 »</strong></a>
     <br />
     <br />
-    <a href="https://github.com/shaojintian/Best_README_template">查看Demo</a>
+    <!-- <a href="https://github.com/shaojintian/Best_README_template">查看Demo</a>
+    · -->
+    <a href="https://github.com/MaiM-with-u/MaiBot/issues">报告Bug</a>
     ·
-    <a href="https://github.com/shaojintian/Best_README_template/issues">报告Bug</a>
-    ·
-    <a href="https://github.com/shaojintian/Best_README_template/issues">提出新特性</a>
+    <a href="https://github.com/MaiM-with-u/MaiBot/issues">提出新特性</a>
   </p>
   
 </p>