diff --git a/.github/workflows/ruff.yml b/.github/workflows/ruff.yml
index 9c8cba5dc..b3056fa6a 100644
--- a/.github/workflows/ruff.yml
+++ b/.github/workflows/ruff.yml
@@ -12,7 +12,10 @@ jobs:
         with:
           fetch-depth: 0
           ref: ${{ github.head_ref || github.ref_name }}
-      - uses: astral-sh/ruff-action@v3
+      - name: Install the latest version of ruff
+        uses: astral-sh/ruff-action@v3
+        with:
+          version: "latest"
       - run: ruff check --fix
       - run: ruff format
       - name: Commit changes
diff --git a/src/heart_flow/observation.py b/src/heart_flow/observation.py
index cc225be8f..481e4beb7 100644
--- a/src/heart_flow/observation.py
+++ b/src/heart_flow/observation.py
@@ -57,7 +57,7 @@ class ChattingObservation(Observation):
                             msg_str = ""
                             for msg in mid_memory_by_id["messages"]:
                                 msg_str += f"{msg['detailed_plain_text']}"
-                            time_diff = int((datetime.now().timestamp() - mid_memory_by_id["created_at"]) / 60)
+                            # time_diff = int((datetime.now().timestamp() - mid_memory_by_id["created_at"]) / 60)
                             # mid_memory_str += f"距离现在{time_diff}分钟前：\n{msg_str}\n"
                             mid_memory_str += f"{msg_str}\n"
                 except Exception as e:
diff --git a/src/heart_flow/sub_heartflow.py b/src/heart_flow/sub_heartflow.py
index c7ff4524f..cb53c2240 100644
--- a/src/heart_flow/sub_heartflow.py
+++ b/src/heart_flow/sub_heartflow.py
@@ -210,8 +210,10 @@ class SubHeartflow:
         relation_prompt_all = (await global_prompt_manager.get_prompt_async("relationship_prompt")).format(
             relation_prompt, sender_info.user_nickname
         )
-        
-        sender_name_sign = f"<{chat_stream.platform}:{sender_info.user_id}:{sender_info.user_nickname}:{sender_info.user_cardname}>"
+
+        sender_name_sign = (
+            f"<{chat_stream.platform}:{sender_info.user_id}:{sender_info.user_nickname}:{sender_info.user_cardname}>"
+        )
 
         # prompt = ""
         # # prompt += f"麦麦的总体想法是：{self.main_heartflow_info}\n\n"
@@ -230,7 +232,7 @@ class SubHeartflow:
         # prompt += f"记得结合上述的消息，生成内心想法，文字不要浮夸，注意你就是{self.bot_name}，{self.bot_name}指的就是你。"
 
         time_now = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
-        
+
         prompt = (await global_prompt_manager.get_prompt_async("sub_heartflow_prompt_before")).format(
             extra_info_prompt,
             # prompt_schedule,
@@ -244,7 +246,7 @@ class SubHeartflow:
             message_txt,
             self.bot_name,
         )
-        
+
         prompt = await relationship_manager.convert_all_person_sign_to_person_name(prompt)
         prompt = parse_text_timestamps(prompt, mode="lite")
 
@@ -294,7 +296,7 @@ class SubHeartflow:
 
         message_new_info = chat_talking_prompt
         reply_info = reply_content
-        
+
         time_now = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime())
 
         prompt = (await global_prompt_manager.get_prompt_async("sub_heartflow_prompt_after")).format(
@@ -307,7 +309,7 @@ class SubHeartflow:
             reply_info,
             mood_info,
         )
-        
+
         prompt = await relationship_manager.convert_all_person_sign_to_person_name(prompt)
         prompt = parse_text_timestamps(prompt, mode="lite")
 
diff --git a/src/plugins/chat/message.py b/src/plugins/chat/message.py
index 9f55b5741..6279e8f25 100644
--- a/src/plugins/chat/message.py
+++ b/src/plugins/chat/message.py
@@ -150,9 +150,7 @@ class MessageRecv(Message):
         #     if user_info.user_cardname != None
         #     else f"{user_info.user_nickname}(ta的id:{user_info.user_id})"
         # )
-        name = (
-            f"<{self.message_info.platform}:{user_info.user_id}:{user_info.user_nickname}:{user_info.user_cardname}>"
-        )
+        name = f"<{self.message_info.platform}:{user_info.user_id}:{user_info.user_nickname}:{user_info.user_cardname}>"
         return f"[{time}] {name}: {self.processed_plain_text}\n"
 
 
@@ -251,9 +249,7 @@ class MessageProcessBase(Message):
         #     if user_info.user_cardname != None
         #     else f"{user_info.user_nickname}(ta的id:{user_info.user_id})"
         # )
-        name = (
-            f"<{self.message_info.platform}:{user_info.user_id}:{user_info.user_nickname}:{user_info.user_cardname}>"
-        )
+        name = f"<{self.message_info.platform}:{user_info.user_id}:{user_info.user_nickname}:{user_info.user_cardname}>"
         return f"[{time}] {name}: {self.processed_plain_text}\n"
 
 
diff --git a/src/plugins/chat/utils.py b/src/plugins/chat/utils.py
index 0172289ff..5f2d0105c 100644
--- a/src/plugins/chat/utils.py
+++ b/src/plugins/chat/utils.py
@@ -643,11 +643,11 @@ def count_messages_between(start_time: float, end_time: float, stream_id: str) -
 
 def translate_timestamp_to_human_readable(timestamp: float, mode: str = "normal") -> str:
     """将时间戳转换为人类可读的时间格式
-    
+
     Args:
         timestamp: 时间戳
         mode: 转换模式，"normal"为标准格式，"relative"为相对时间格式
-        
+
     Returns:
         str: 格式化后的时间字符串
     """
@@ -656,7 +656,7 @@ def translate_timestamp_to_human_readable(timestamp: float, mode: str = "normal"
     elif mode == "relative":
         now = time.time()
         diff = now - timestamp
-        
+
         if diff < 20:
             return "刚刚:"
         elif diff < 60:
@@ -671,33 +671,34 @@ def translate_timestamp_to_human_readable(timestamp: float, mode: str = "normal"
             return f"{int(diff / 86400)}天前:\n"
         else:
             return time.strftime("%Y-%m-%d %H:%M:%S", time.localtime(timestamp)) + ":"
-            
+
+
 def parse_text_timestamps(text: str, mode: str = "normal") -> str:
     """解析文本中的时间戳并转换为可读时间格式
-    
+
     Args:
         text: 包含时间戳的文本，时间戳应以[]包裹
         mode: 转换模式，传递给translate_timestamp_to_human_readable，"normal"或"relative"
-        
+
     Returns:
         str: 替换后的文本
-    
+
     转换规则:
     - normal模式: 将文本中所有时间戳转换为可读格式
-    - lite模式: 
+    - lite模式:
         - 第一个和最后一个时间戳必须转换
         - 以5秒为间隔划分时间段，每段最多转换一个时间戳
         - 不转换的时间戳替换为空字符串
     """
     # 匹配[数字]或[数字.数字]格式的时间戳
-    pattern = r'\[(\d+(?:\.\d+)?)\]'
-    
+    pattern = r"\[(\d+(?:\.\d+)?)\]"
+
     # 找出所有匹配的时间戳
     matches = list(re.finditer(pattern, text))
-    
+
     if not matches:
         return text
-    
+
     # normal模式: 直接转换所有时间戳
     if mode == "normal":
         result_text = text
@@ -711,63 +712,63 @@ def parse_text_timestamps(text: str, mode: str = "normal") -> str:
     else:
         # lite模式: 按5秒间隔划分并选择性转换
         result_text = text
-        
+
         # 提取所有时间戳及其位置
         timestamps = [(float(m.group(1)), m) for m in matches]
         timestamps.sort(key=lambda x: x[0])  # 按时间戳升序排序
-        
+
         if not timestamps:
             return text
-            
+
         # 获取第一个和最后一个时间戳
         first_timestamp, first_match = timestamps[0]
         last_timestamp, last_match = timestamps[-1]
-        
+
         # 将时间范围划分成5秒间隔的时间段
         time_segments = {}
-        
+
         # 对所有时间戳按15秒间隔分组
         for ts, match in timestamps:
             segment_key = int(ts // 15)  # 将时间戳除以15取整，作为时间段的键
             if segment_key not in time_segments:
                 time_segments[segment_key] = []
             time_segments[segment_key].append((ts, match))
-        
+
         # 记录需要转换的时间戳
         to_convert = []
-        
+
         # 从每个时间段中选择一个时间戳进行转换
-        for segment, segment_timestamps in time_segments.items():
+        for _, segment_timestamps in time_segments.items():
             # 选择这个时间段中的第一个时间戳
             to_convert.append(segment_timestamps[0])
-        
+
         # 确保第一个和最后一个时间戳在转换列表中
         first_in_list = False
         last_in_list = False
-        
-        for ts, match in to_convert:
+
+        for ts, _ in to_convert:
             if ts == first_timestamp:
                 first_in_list = True
             if ts == last_timestamp:
                 last_in_list = True
-        
+
         if not first_in_list:
             to_convert.append((first_timestamp, first_match))
         if not last_in_list:
             to_convert.append((last_timestamp, last_match))
-        
+
         # 创建需要转换的时间戳集合，用于快速查找
         to_convert_set = {match.group(0) for _, match in to_convert}
-        
+
         # 首先替换所有不需要转换的时间戳为空字符串
-        for ts, match in timestamps:
+        for _, match in timestamps:
             if match.group(0) not in to_convert_set:
                 pattern_instance = re.escape(match.group(0))
                 result_text = re.sub(pattern_instance, "", result_text, count=1)
-        
+
         # 按照时间戳原始顺序排序，避免替换时位置错误
         to_convert.sort(key=lambda x: x[1].start())
-        
+
         # 执行替换
         # 由于替换会改变文本长度，从后向前替换
         to_convert.reverse()
@@ -775,5 +776,5 @@ def parse_text_timestamps(text: str, mode: str = "normal") -> str:
             readable_time = translate_timestamp_to_human_readable(ts, "relative")
             pattern_instance = re.escape(match.group(0))
             result_text = re.sub(pattern_instance, readable_time, result_text, count=1)
-        
+
         return result_text
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 1e8e844eb..6a896167a 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
@@ -235,7 +235,6 @@ class ThinkFlowChat:
         do_reply = False
         if random() < reply_probability:
             try:
-                
                 do_reply = True
 
                 # 回复前处理
@@ -397,12 +396,11 @@ class ThinkFlowChat:
 
                 # 回复后处理
                 await willing_manager.after_generate_reply_handle(message.message_info.message_id)
-                
+
                 # 处理认识关系
                 try:
                     is_known = await relationship_manager.is_known_some_one(
-                        message.message_info.platform, 
-                        message.message_info.user_info.user_id
+                        message.message_info.platform, message.message_info.user_info.user_id
                     )
                     if not is_known:
                         logger.info(f"首次认识用户: {message.message_info.user_info.user_nickname}")
@@ -410,22 +408,23 @@ class ThinkFlowChat:
                             message.message_info.platform,
                             message.message_info.user_info.user_id,
                             message.message_info.user_info.user_nickname,
-                            message.message_info.user_info.user_cardname or message.message_info.user_info.user_nickname,
-                            ""
+                            message.message_info.user_info.user_cardname
+                            or message.message_info.user_info.user_nickname,
+                            "",
                         )
                     else:
                         logger.debug(f"已认识用户: {message.message_info.user_info.user_nickname}")
                         if not await relationship_manager.is_qved_name(
-                            message.message_info.platform, 
-                            message.message_info.user_info.user_id
+                            message.message_info.platform, message.message_info.user_info.user_id
                         ):
                             logger.info(f"更新已认识但未取名的用户: {message.message_info.user_info.user_nickname}")
                             await relationship_manager.first_knowing_some_one(
                                 message.message_info.platform,
                                 message.message_info.user_info.user_id,
                                 message.message_info.user_info.user_nickname,
-                                message.message_info.user_info.user_cardname or message.message_info.user_info.user_nickname,
-                                ""
+                                message.message_info.user_info.user_cardname
+                                or message.message_info.user_info.user_nickname,
+                                "",
                             )
                 except Exception as e:
                     logger.error(f"处理认识关系失败: {e}")
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 6f6c8bf26..029ed160c 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
@@ -109,7 +109,7 @@ class ResponseGenerator:
         #     sender_name = f"({message.chat_stream.user_info.user_id}){message.chat_stream.user_info.user_nickname}"
         # else:
         #     sender_name = f"用户({message.chat_stream.user_info.user_id})"
-            
+
         sender_name = f"<{message.chat_stream.user_info.platform}:{message.chat_stream.user_info.user_id}:{message.chat_stream.user_info.user_nickname}:{message.chat_stream.user_info.user_cardname}>"
 
         # 构建prompt
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 29863ba72..eeee9ccb5 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
@@ -10,6 +10,7 @@ from src.heart_flow.heartflow import heartflow
 from src.plugins.utils.prompt_builder import Prompt, global_prompt_manager
 from src.plugins.person_info.relationship_manager import relationship_manager
 from src.plugins.chat.utils import parse_text_timestamps
+
 logger = get_module_logger("prompt")
 
 
@@ -161,10 +162,10 @@ class PromptBuilder:
             prompt_ger=prompt_ger,
             moderation_prompt=await global_prompt_manager.get_prompt_async("moderation_prompt"),
         )
-        
+
         prompt = await relationship_manager.convert_all_person_sign_to_person_name(prompt)
         prompt = parse_text_timestamps(prompt, mode="lite")
-        
+
         return prompt
 
     async def _build_prompt_simple(
diff --git a/src/plugins/person_info/person_info.py b/src/plugins/person_info/person_info.py
index 068c37d07..7a8a0d1d5 100644
--- a/src/plugins/person_info/person_info.py
+++ b/src/plugins/person_info/person_info.py
@@ -64,12 +64,9 @@ class PersonInfoManager:
         if "person_info" not in db.list_collection_names():
             db.create_collection("person_info")
             db.person_info.create_index("person_id", unique=True)
-        
+
         # 初始化时读取所有person_name
-        cursor = db.person_info.find(
-            {"person_name": {"$exists": True}}, 
-            {"person_id": 1, "person_name": 1, "_id": 0}
-        )
+        cursor = db.person_info.find({"person_name": {"$exists": True}}, {"person_id": 1, "person_name": 1, "_id": 0})
         for doc in cursor:
             if doc.get("person_name"):
                 self.person_name_list[doc["person_id"]] = doc["person_name"]
@@ -77,10 +74,10 @@ class PersonInfoManager:
 
     def get_person_id(self, platform: str, user_id: int):
         """获取唯一id"""
-        #如果platform中存在-，就截取-后面的部分
+        # 如果platform中存在-，就截取-后面的部分
         if "-" in platform:
             platform = platform.split("-")[1]
-        
+
         components = [platform, str(user_id)]
         key = "_".join(components)
         return hashlib.md5(key.encode()).hexdigest()
@@ -93,8 +90,7 @@ class PersonInfoManager:
             return True
         else:
             return False
-        
-        
+
     async def create_person_info(self, person_id: str, data: dict = None):
         """创建一个项"""
         if not person_id:
@@ -125,7 +121,7 @@ class PersonInfoManager:
             Data[field_name] = value
             logger.debug(f"更新时{person_id}不存在，已新建")
             await self.create_person_info(person_id, Data)
-    
+
     async def has_one_field(self, person_id: str, field_name: str):
         """判断是否存在某一个字段"""
         document = db.person_info.find_one({"person_id": person_id}, {field_name: 1})
@@ -133,36 +129,35 @@ class PersonInfoManager:
             return True
         else:
             return False
-            
+
     def _extract_json_from_text(self, text: str) -> dict:
         """从文本中提取JSON数据的高容错方法"""
         try:
-                
             # 尝试直接解析
             return json.loads(text)
         except json.JSONDecodeError:
             try:
                 # 尝试找到JSON格式的部分
-                json_pattern = r'\{[^{}]*\}'
+                json_pattern = r"\{[^{}]*\}"
                 matches = re.findall(json_pattern, text)
                 if matches:
                     return json.loads(matches[0])
-                
+
                 # 如果上面都失败了，尝试提取键值对
                 nickname_pattern = r'"nickname"[:\s]+"([^"]+)"'
                 reason_pattern = r'"reason"[:\s]+"([^"]+)"'
-                
+
                 nickname_match = re.search(nickname_pattern, text)
                 reason_match = re.search(reason_pattern, text)
-                
+
                 if nickname_match:
                     return {
                         "nickname": nickname_match.group(1),
-                        "reason": reason_match.group(1) if reason_match else "未提供理由"
+                        "reason": reason_match.group(1) if reason_match else "未提供理由",
                     }
             except Exception as e:
                 logger.error(f"JSON提取失败: {str(e)}")
-            
+
             # 如果所有方法都失败了，返回空结果
             return {"nickname": "", "reason": ""}
 
@@ -171,10 +166,10 @@ class PersonInfoManager:
         if not person_id:
             logger.debug("取名失败：person_id不能为空")
             return
-        
+
         old_name = await self.get_value(person_id, "person_name")
         old_reason = await self.get_value(person_id, "name_reason")
-        
+
         max_retries = 5  # 最大重试次数
         current_try = 0
         existing_names = ""
@@ -182,7 +177,7 @@ class PersonInfoManager:
             individuality = Individuality.get_instance()
             prompt_personality = individuality.get_prompt(type="personality", x_person=2, level=1)
             bot_name = individuality.personality.bot_nickname
-            
+
             qv_name_prompt = f"你是{bot_name}，你{prompt_personality}"
             qv_name_prompt += f"现在你想给一个用户取一个昵称，用户是的qq昵称是{user_nickname}，"
             qv_name_prompt += f"用户的qq群昵称名是{user_cardname}，"
@@ -195,20 +190,20 @@ class PersonInfoManager:
             if existing_names:
                 qv_name_prompt += f"\n请注意，以下名称已被使用，不要使用以下昵称：{existing_names}。\n"
             qv_name_prompt += "请用json给出你的想法，并给出理由，示例如下："
-            qv_name_prompt += '''{
+            qv_name_prompt += """{
                 "nickname": "昵称",
                 "reason": "理由"
-            }'''
+            }"""
             logger.debug(f"取名提示词：{qv_name_prompt}")
             response = await self.qv_name_llm.generate_response(qv_name_prompt)
             logger.debug(f"取名回复：{response}")
             result = self._extract_json_from_text(response[0])
-            
+
             if not result["nickname"]:
                 logger.error("生成的昵称为空，重试中...")
                 current_try += 1
                 continue
-                
+
             # 检查生成的昵称是否已存在
             if result["nickname"] not in self.person_name_list.values():
                 # 更新数据库和内存中的列表
@@ -216,16 +211,16 @@ class PersonInfoManager:
                 # await self.update_one_field(person_id, "nickname", user_nickname)
                 # await self.update_one_field(person_id, "avatar", user_avatar)
                 await self.update_one_field(person_id, "name_reason", result["reason"])
-                
+
                 self.person_name_list[person_id] = result["nickname"]
                 logger.debug(f"用户 {person_id} 的名称已更新为 {result['nickname']}，原因：{result['reason']}")
                 return result
             else:
                 existing_names += f"{result['nickname']}、"
-            
+
             logger.debug(f"生成的昵称 {result['nickname']} 已存在，重试中...")
             current_try += 1
-            
+
         logger.error(f"在{max_retries}次尝试后仍未能生成唯一昵称")
         return None
 
diff --git a/src/plugins/person_info/relationship_manager.py b/src/plugins/person_info/relationship_manager.py
index 673e0b07f..696a6391b 100644
--- a/src/plugins/person_info/relationship_manager.py
+++ b/src/plugins/person_info/relationship_manager.py
@@ -76,13 +76,13 @@ class RelationshipManager:
             return mood_value * coefficient
         else:
             return mood_value / coefficient
-        
-    async def is_known_some_one(self, platform , user_id):
+
+    async def is_known_some_one(self, platform, user_id):
         """判断是否认识某人"""
         is_known = person_info_manager.is_person_known(platform, user_id)
         return is_known
 
-    async def is_qved_name(self, platform , user_id):
+    async def is_qved_name(self, platform, user_id):
         """判断是否认识某人"""
         person_id = person_info_manager.get_person_id(platform, user_id)
         is_qved = await person_info_manager.has_one_field(person_id, "person_name")
@@ -93,42 +93,41 @@ class RelationshipManager:
             return True
         else:
             return False
-        
-    async def first_knowing_some_one(self, platform , user_id, user_nickname, user_cardname, user_avatar):
+
+    async def first_knowing_some_one(self, platform, user_id, user_nickname, user_cardname, user_avatar):
         """判断是否认识某人"""
-        person_id = person_info_manager.get_person_id(platform,user_id)
+        person_id = person_info_manager.get_person_id(platform, user_id)
         await person_info_manager.update_one_field(person_id, "nickname", user_nickname)
         # await person_info_manager.update_one_field(person_id, "user_cardname", user_cardname)
         # await person_info_manager.update_one_field(person_id, "user_avatar", user_avatar)
         await person_info_manager.qv_person_name(person_id, user_nickname, user_cardname, user_avatar)
-        
-    async def convert_all_person_sign_to_person_name(self,input_text:str):
+
+    async def convert_all_person_sign_to_person_name(self, input_text: str):
         """将所有人的<platform:user_id:nickname:cardname>格式转换为person_name"""
         try:
             # 使用正则表达式匹配<platform:user_id:nickname:cardname>格式
             all_person = person_info_manager.person_name_list
-            
-            pattern = r'<([^:]+):(\d+):([^:]+):([^>]+)>'
+
+            pattern = r"<([^:]+):(\d+):([^:]+):([^>]+)>"
             matches = re.findall(pattern, input_text)
-            
+
             # 遍历匹配结果，将<platform:user_id:nickname:cardname>替换为person_name
             result_text = input_text
             for platform, user_id, nickname, cardname in matches:
                 person_id = person_info_manager.get_person_id(platform, user_id)
                 # 默认使用昵称作为人名
                 person_name = nickname.strip() if nickname.strip() else cardname.strip()
-                
+
                 if person_id in all_person:
                     if all_person[person_id] != None:
                         person_name = all_person[person_id]
-                        
+
                     print(f"将<{platform}:{user_id}:{nickname}:{cardname}>替换为{person_name}")
-                
-                
+
                 result_text = result_text.replace(f"<{platform}:{user_id}:{nickname}:{cardname}>", person_name)
-            
+
             return result_text
-        except Exception as e:
+        except Exception:
             logger.error(traceback.format_exc())
             return input_text