diff --git a/.gitignore b/.gitignore
index 3f6ad3edd..4e1606a54 100644
--- a/.gitignore
+++ b/.gitignore
@@ -21,6 +21,7 @@ __pycache__/
 llm_statistics.txt
 mongodb
 napcat
+run_dev.bat
 
 # C extensions
 *.so
diff --git a/README.md b/README.md
index 66dc863ff..6b7115bdf 100644
--- a/README.md
+++ b/README.md
@@ -36,7 +36,8 @@
 > - 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
 
-**交流群**: 766798517（仅用于开发和建议相关讨论）不一定有空回复，但大家可以自行交流部署问题，我会优先写文档和代码
+**交流群**: 766798517 一群人较多，建议加下面的（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
+**交流群**: 571780722 另一个群（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
 
 ## 
 <div align="left">
@@ -148,4 +149,4 @@ SengokuCola纯编程外行，面向cursor编程，很多代码史一样多多包
 
 
 ## Stargazers over time
-[![Stargazers over time](https://starchart.cc/SengokuCola/MaiMBot.svg?variant=adaptive)](https://starchart.cc/SengokuCola/MaiMBot)
\ No newline at end of file
+[![Stargazers over time](https://starchart.cc/SengokuCola/MaiMBot.svg?variant=adaptive)](https://starchart.cc/SengokuCola/MaiMBot)
diff --git a/bot.py b/bot.py
index 715fe9aa7..51979a5ea 100644
--- a/bot.py
+++ b/bot.py
@@ -1,11 +1,12 @@
 import os
+
 import nonebot
-from nonebot.adapters.onebot.v11 import Adapter
 from dotenv import load_dotenv
 from loguru import logger
+from nonebot.adapters.onebot.v11 import Adapter
 
 '''彩蛋'''
-from colorama import init, Fore
+from colorama import Fore, init
 
 init()
 text = "多年以后，面对AI行刑队，张三将会回想起他2023年在会议上讨论人工智能的那个下午"
diff --git a/pyproject.toml b/pyproject.toml
index 4f06cd5ae..e54dcdacd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,4 +5,19 @@ description = "New Bot Project"
 
 [tool.nonebot]
 plugins = ["src.plugins.chat"]
-plugin_dirs = ["src/plugins"] 
\ No newline at end of file
+plugin_dirs = ["src/plugins"] 
+
+[tool.ruff]
+# 设置 Python 版本
+target-version = "py39"
+
+# 启用的规则
+select = [
+    "E",  # pycodestyle 错误
+    "F",  # pyflakes
+    "I",  # isort
+    "B",  # flake8-bugbear
+]
+
+# 行长度设置
+line-length = 88
\ No newline at end of file
diff --git a/run.py b/run.py
index d8513beed..0a195544f 100644
--- a/run.py
+++ b/run.py
@@ -1,7 +1,7 @@
-import subprocess
 import os
-import shutil
+import subprocess
 import zipfile
+
 import requests
 from tqdm import tqdm
 
diff --git a/setup.py b/setup.py
index a6152a972..2598a38a8 100644
--- a/setup.py
+++ b/setup.py
@@ -1,4 +1,4 @@
-from setuptools import setup, find_packages
+from setuptools import find_packages, setup
 
 setup(
     name="maimai-bot",
diff --git a/src/common/database.py b/src/common/database.py
index 5928abc42..45ac05dac 100644
--- a/src/common/database.py
+++ b/src/common/database.py
@@ -1,6 +1,8 @@
-from pymongo import MongoClient
 from typing import Optional
 
+from pymongo import MongoClient
+
+
 class Database:
     _instance: Optional["Database"] = None
     
diff --git a/src/gui/reasoning_gui.py b/src/gui/reasoning_gui.py
index 61fb34560..340791ee3 100644
--- a/src/gui/reasoning_gui.py
+++ b/src/gui/reasoning_gui.py
@@ -1,12 +1,12 @@
-import customtkinter as ctk
-from typing import Dict, List
-import json
-from datetime import datetime
-import time
-import threading
+import os
 import queue
 import sys
-import os
+import threading
+import time
+from datetime import datetime
+from typing import Dict, List
+
+import customtkinter as ctk
 from dotenv import load_dotenv
 
 # 获取当前文件的目录
@@ -25,9 +25,11 @@ else:
     print("未找到环境配置文件")
     sys.exit(1)
 
-from pymongo import MongoClient
 from typing import Optional
 
+from pymongo import MongoClient
+
+
 class Database:
     _instance: Optional["Database"] = None
     
diff --git a/src/plugins/chat/Segment_builder.py b/src/plugins/chat/Segment_builder.py
index 09673a044..ed75f7092 100644
--- a/src/plugins/chat/Segment_builder.py
+++ b/src/plugins/chat/Segment_builder.py
@@ -1,6 +1,5 @@
-from typing import Dict, List, Union, Optional, Any
 import base64
-import os
+from typing import Any, Dict, List, Union
 
 """
 OneBot v11 Message Segment Builder
diff --git a/src/plugins/chat/__init__.py b/src/plugins/chat/__init__.py
index e2dfdadb0..0bffaed19 100644
--- a/src/plugins/chat/__init__.py
+++ b/src/plugins/chat/__init__.py
@@ -1,21 +1,23 @@
-from loguru import logger
-from nonebot import on_message, on_command, require, get_driver
-from nonebot.adapters.onebot.v11 import Bot, GroupMessageEvent, Message, MessageSegment
-from nonebot.typing import T_State
-from ...common.database import Database
-from .config import global_config
-import os
 import asyncio
+import os
 import random
-from .relationship_manager import relationship_manager
-from ..schedule.schedule_generator import bot_schedule
-from .willing_manager import willing_manager
-from nonebot.rule import to_me
-from .bot import chat_bot
-from .emoji_manager import emoji_manager
-from ..moods.moods import MoodManager  # 导入情绪管理器
 import time
+
+from loguru import logger
+from nonebot import get_driver, on_command, on_message, require
+from nonebot.adapters.onebot.v11 import Bot, GroupMessageEvent, Message, MessageSegment
+from nonebot.rule import to_me
+from nonebot.typing import T_State
+
+from ...common.database import Database
+from ..moods.moods import MoodManager  # 导入情绪管理器
+from ..schedule.schedule_generator import bot_schedule
 from ..utils.statistic import LLMStatistics
+from .bot import chat_bot
+from .config import global_config
+from .emoji_manager import emoji_manager
+from .relationship_manager import relationship_manager
+from .willing_manager import willing_manager
 
 # 创建LLM统计实例
 llm_stats = LLMStatistics("llm_statistics.txt")
@@ -39,12 +41,11 @@ print("\033[1;32m[初始化数据库完成]\033[0m")
 
 
 # 导入其他模块
+from ..memory_system.memory import hippocampus, memory_graph
 from .bot import ChatBot
-from .emoji_manager import emoji_manager
+
 # from .message_send_control import message_sender
-from .relationship_manager import relationship_manager
-from .message_sender import message_manager,message_sender
-from ..memory_system.memory import memory_graph,hippocampus
+from .message_sender import message_manager, message_sender
 
 # 初始化表情管理器
 emoji_manager.initialize()
diff --git a/src/plugins/chat/bot.py b/src/plugins/chat/bot.py
index 51a77ee13..a02c4a059 100644
--- a/src/plugins/chat/bot.py
+++ b/src/plugins/chat/bot.py
@@ -1,23 +1,27 @@
-from nonebot.adapters.onebot.v11 import GroupMessageEvent, Message as EventMessage, Bot
-from .message import Message, MessageSet, Message_Sending
-from .config import BotConfig, global_config
-from .storage import MessageStorage
-from .llm_generator import ResponseGenerator
-# from .message_stream import MessageStream, MessageStreamContainer
-from .topic_identifier import topic_identifier
-from random import random, choice
-from .emoji_manager import emoji_manager  # 导入表情包管理器
-from ..moods.moods import MoodManager  # 导入情绪管理器
 import time
-import os
-from .cq_code import CQCode  # 导入CQCode模块
-from .message_sender import message_manager  # 导入新的消息管理器
-from .message import Message_Thinking  # 导入 Message_Thinking 类
-from .relationship_manager import relationship_manager
-from .willing_manager import willing_manager  # 导入意愿管理器
-from .utils import is_mentioned_bot_in_txt, calculate_typing_time
-from ..memory_system.memory import memory_graph,hippocampus
+from random import random
+
 from loguru import logger
+from nonebot.adapters.onebot.v11 import Bot, GroupMessageEvent
+
+from ..memory_system.memory import hippocampus
+from ..moods.moods import MoodManager  # 导入情绪管理器
+from .config import global_config
+from .cq_code import CQCode  # 导入CQCode模块
+from .emoji_manager import emoji_manager  # 导入表情包管理器
+from .llm_generator import ResponseGenerator
+from .message import (
+    Message,
+    Message_Sending,
+    Message_Thinking,  # 导入 Message_Thinking 类
+    MessageSet,
+)
+from .message_sender import message_manager  # 导入新的消息管理器
+from .relationship_manager import relationship_manager
+from .storage import MessageStorage
+from .utils import calculate_typing_time, is_mentioned_bot_in_txt
+from .willing_manager import willing_manager  # 导入意愿管理器
+
 
 class ChatBot:
     def __init__(self):
@@ -123,6 +127,11 @@ class ChatBot:
                     container.messages.remove(msg)
                     # print(f"\033[1;32m[思考消息删除]\033[0m 已找到思考消息对象，开始删除")
                     break
+                    
+            # 如果找不到思考消息，直接返回
+            if not thinking_message:
+                print(f"\033[1;33m[警告]\033[0m 未找到对应的思考消息，可能已超时被移除")
+                return
             
             #记录开始思考的时间，避免从思考到回复的时间太久
             thinking_start_time = thinking_message.thinking_start_time
diff --git a/src/plugins/chat/config.py b/src/plugins/chat/config.py
index caa41cb70..2b0492de5 100644
--- a/src/plugins/chat/config.py
+++ b/src/plugins/chat/config.py
@@ -1,12 +1,9 @@
-from dataclasses import dataclass, field
-from typing import Dict, Any, Optional, Set
 import os
-import configparser
-import tomli
-import sys
-from loguru import logger
-from nonebot import get_driver
+from dataclasses import dataclass, field
+from typing import Dict, Optional
 
+import tomli
+from loguru import logger
 
 
 @dataclass
@@ -24,6 +21,12 @@ class BotConfig:
     
     talk_allowed_groups = set()
     talk_frequency_down_groups = set()
+    thinking_timeout: int = 100  # 思考时间
+    
+    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 = 3.5  # 降低回复频率的群组回复意愿降低系数
+    
     ban_user_id = set()
     
     build_memory_interval: int = 30  # 记忆构建间隔（秒）
@@ -61,6 +64,8 @@ class BotConfig:
     mood_decay_rate: float = 0.95 # 情绪衰减率
     mood_intensity_factor: float = 0.7 # 情绪强度因子
 
+    keywords_reaction_rules = [] # 关键词回复规则
+
     # 默认人设
     PROMPT_PERSONALITY=[
         "曾经是一个学习地质的女大学生，现在学习心理学和脑科学，你会刷贴吧",
@@ -175,6 +180,10 @@ class BotConfig:
                 config.MAX_CONTEXT_SIZE = msg_config.get("max_context_size", config.MAX_CONTEXT_SIZE)
                 config.emoji_chance = msg_config.get("emoji_chance", config.emoji_chance)
                 config.ban_words=msg_config.get("ban_words",config.ban_words)
+                config.thinking_timeout = msg_config.get("thinking_timeout", config.thinking_timeout)
+                config.response_willing_amplifier = msg_config.get("response_willing_amplifier", config.response_willing_amplifier)
+                config.response_interested_rate_amplifier = msg_config.get("response_interested_rate_amplifier", config.response_interested_rate_amplifier)
+                config.down_frequency_rate = msg_config.get("down_frequency_rate", config.down_frequency_rate)
 
             if "memory" in toml_dict:
                 memory_config = toml_dict["memory"]
@@ -187,6 +196,13 @@ class BotConfig:
                 config.mood_decay_rate = mood_config.get("mood_decay_rate", config.mood_decay_rate)
                 config.mood_intensity_factor = mood_config.get("mood_intensity_factor", config.mood_intensity_factor)
             
+            # print(toml_dict)
+            if "keywords_reaction" in toml_dict:
+                # 读取关键词回复配置
+                keywords_reaction_config = toml_dict["keywords_reaction"]
+                if keywords_reaction_config.get("enable", False):
+                    config.keywords_reaction_rules = keywords_reaction_config.get("rules", config.keywords_reaction_rules)
+
             # 群组配置
             if "groups" in toml_dict:
                 groups_config = toml_dict["groups"]
diff --git a/src/plugins/chat/cq_code.py b/src/plugins/chat/cq_code.py
index af2651ecf..4a295e3d5 100644
--- a/src/plugins/chat/cq_code.py
+++ b/src/plugins/chat/cq_code.py
@@ -1,24 +1,23 @@
-from dataclasses import dataclass
-from typing import Dict, Optional, List, Union
-import html
-import requests
 import base64
-from PIL import Image
+import html
 import os
-from random import random
-from nonebot.adapters.onebot.v11 import Bot
-from .config import global_config
 import time
-import asyncio
-from .utils_image import storage_image, storage_emoji
-from .utils_user import get_user_nickname
-from ..models.utils_model import LLM_request
-from .mapper import emojimapper
+from dataclasses import dataclass
+from typing import Dict, Optional
+
+import requests
+
 # 解析各种CQ码
 # 包含CQ码类
 import urllib3
-from urllib3.util import create_urllib3_context
 from nonebot import get_driver
+from urllib3.util import create_urllib3_context
+
+from ..models.utils_model import LLM_request
+from .config import global_config
+from .mapper import emojimapper
+from .utils_image import storage_emoji, storage_image
+from .utils_user import get_user_nickname
 
 driver = get_driver()
 config = driver.config
@@ -81,7 +80,7 @@ class CQCode:
             if user_nickname:
                 self.translated_plain_text = f"[@{user_nickname}]"
             else:
-                self.translated_plain_text = f"@某人"
+                self.translated_plain_text = "@某人"
         elif self.type == 'reply':
             self.translated_plain_text = await self.translate_reply()
         elif self.type == 'face':
@@ -308,7 +307,7 @@ class CQCode:
                 return f"[回复 {self.reply_message.sender.nickname} 的消息: {message_obj.processed_plain_text}]"
 
         else:
-            print(f"\033[1;31m[错误]\033[0m 回复消息的sender.user_id为空")
+            print("\033[1;31m[错误]\033[0m 回复消息的sender.user_id为空")
             return '[回复某人消息]'
 
     @staticmethod
diff --git a/src/plugins/chat/emoji_manager.py b/src/plugins/chat/emoji_manager.py
index 432d11753..4f2637738 100644
--- a/src/plugins/chat/emoji_manager.py
+++ b/src/plugins/chat/emoji_manager.py
@@ -1,27 +1,18 @@
-from typing import List, Dict, Optional
-import random
-from ...common.database import Database
-import os
-import json
-from dataclasses import dataclass
-import jieba.analyse as jieba_analyse
-import aiohttp
-import hashlib
-from datetime import datetime
-import base64
-import shutil
 import asyncio
+import os
+import random
 import time
-from PIL import Image
-import io
-from loguru import logger
 import traceback
+from typing import Optional
 
+from loguru import logger
 from nonebot import get_driver
+
+from ...common.database import Database
 from ..chat.config import global_config
-from ..models.utils_model import LLM_request
-from ..chat.utils_image import image_path_to_base64
 from ..chat.utils import get_embedding
+from ..chat.utils_image import image_path_to_base64
+from ..models.utils_model import LLM_request
 
 driver = get_driver()
 config = driver.config
@@ -275,7 +266,7 @@ class EmojiManager:
     async def _periodic_scan(self, interval_MINS: int = 10):
         """定期扫描新表情包"""
         while True:
-            print(f"\033[1;36m[表情包]\033[0m 开始扫描新表情包...")
+            print("\033[1;36m[表情包]\033[0m 开始扫描新表情包...")
             await self.scan_new_emojis()
             await asyncio.sleep(interval_MINS * 60)  # 每600秒扫描一次
 
diff --git a/src/plugins/chat/llm_generator.py b/src/plugins/chat/llm_generator.py
index 4954c8494..1ac421e6b 100644
--- a/src/plugins/chat/llm_generator.py
+++ b/src/plugins/chat/llm_generator.py
@@ -1,19 +1,16 @@
-from typing import Dict, Any, List, Optional, Union, Tuple
-from openai import OpenAI
-import asyncio
-from functools import partial
-from .message import Message
-from .config import global_config
-from ...common.database import Database
 import random
 import time
-import numpy as np
-from .relationship_manager import relationship_manager
-from .prompt_builder import prompt_builder
-from .config import global_config
-from .utils import process_llm_response
+from typing import List, Optional, Tuple, Union
+
 from nonebot import get_driver
+
+from ...common.database import Database
 from ..models.utils_model import LLM_request
+from .config import global_config
+from .message import Message
+from .prompt_builder import prompt_builder
+from .relationship_manager import relationship_manager
+from .utils import process_llm_response
 
 driver = get_driver()
 config = driver.config
diff --git a/src/plugins/chat/message.py b/src/plugins/chat/message.py
index a39cf293f..f1fc5569d 100644
--- a/src/plugins/chat/message.py
+++ b/src/plugins/chat/message.py
@@ -1,16 +1,12 @@
-from dataclasses import dataclass
-from typing import List, Optional, Dict, Tuple, ForwardRef
 import time
-import jieba.analyse as jieba_analyse
-import os
-from datetime import datetime
-from ...common.database import Database
-from PIL import Image
-from .config import global_config
+from dataclasses import dataclass
+from typing import Dict, ForwardRef, List, Optional
+
 import urllib3
-from .utils_user import get_user_nickname,get_user_cardname,get_groupname
+
+from .cq_code import CQCode, cq_code_tool
 from .utils_cq import parse_cq_code
-from .cq_code import cq_code_tool,CQCode
+from .utils_user import get_groupname, get_user_cardname, get_user_nickname
 
 Message = ForwardRef('Message')  # 添加这行
 # 禁用SSL警告
diff --git a/src/plugins/chat/message_sender.py b/src/plugins/chat/message_sender.py
index 0e838d74c..050c59d74 100644
--- a/src/plugins/chat/message_sender.py
+++ b/src/plugins/chat/message_sender.py
@@ -1,14 +1,15 @@
-from typing import Union, List, Optional, Dict
-from collections import deque
-from .message import Message, Message_Thinking, MessageSet, Message_Sending
-import time
 import asyncio
+import time
+from typing import Dict, List, Optional, Union
+
 from nonebot.adapters.onebot.v11 import Bot
-from .config import global_config
-from .storage import MessageStorage
+
 from .cq_code import cq_code_tool
-import random
+from .message import Message, Message_Sending, Message_Thinking, MessageSet
+from .storage import MessageStorage
 from .utils import calculate_typing_time
+from .config import global_config
+
 
 class Message_Sender:
     """发送器"""
@@ -162,6 +163,11 @@ class MessageManager:
                 message_earliest.update_thinking_time()
                 thinking_time = message_earliest.thinking_time
                 print(f"\033[1;34m[调试]\033[0m 消息正在思考中，已思考{int(thinking_time)}秒\033[K\r", end='', flush=True)
+                
+                # 检查是否超时
+                if thinking_time > global_config.thinking_timeout:
+                    print(f"\033[1;33m[警告]\033[0m 消息思考超时({thinking_time}秒)，移除该消息")
+                    container.remove_message(message_earliest)
             else:# 如果不是message_thinking就只能是message_sending    
                 print(f"\033[1;34m[调试]\033[0m 消息'{message_earliest.processed_plain_text}'正在发送中")
                 #直接发，等什么呢
@@ -199,7 +205,7 @@ class MessageManager:
                         
                         # 安全地移除消息
                         if not container.remove_message(msg):
-                            print(f"\033[1;33m[警告]\033[0m 尝试删除不存在的消息")
+                            print("\033[1;33m[警告]\033[0m 尝试删除不存在的消息")
                     except Exception as e:
                         print(f"\033[1;31m[错误]\033[0m 处理超时消息时发生错误: {e}")
                         continue
diff --git a/src/plugins/chat/prompt_builder.py b/src/plugins/chat/prompt_builder.py
index 442aa57e0..fdb887af5 100644
--- a/src/plugins/chat/prompt_builder.py
+++ b/src/plugins/chat/prompt_builder.py
@@ -1,17 +1,14 @@
-import time
 import random
-from ..schedule.schedule_generator import bot_schedule
-import os
-from .utils import get_embedding, combine_messages, get_recent_group_detailed_plain_text
+import time
+from typing import Optional
+
 from ...common.database import Database
-from .config import global_config
-from .topic_identifier import topic_identifier
-from ..memory_system.memory import memory_graph,hippocampus
-from random import choice
-import numpy as np
-import jieba
-from collections import Counter
+from ..memory_system.memory import hippocampus, memory_graph
 from ..moods.moods import MoodManager
+from ..schedule.schedule_generator import bot_schedule
+from .config import global_config
+from .utils import get_embedding, get_recent_group_detailed_plain_text
+
 
 class PromptBuilder:
     def __init__(self):
@@ -25,7 +22,7 @@ class PromptBuilder:
                     message_txt: str, 
                     sender_name: str = "某人",
                     relationship_value: float = 0.0,
-                    group_id: int = None) -> str:
+                    group_id: Optional[int] = None) -> tuple[str, str]:
         """构建prompt
         
         Args:
@@ -101,7 +98,7 @@ class PromptBuilder:
             for memory in relevant_memories:
                 memory_items.append(f"关于「{memory['topic']}」的记忆：{memory['content']}")
             
-            memory_prompt = f"看到这些聊天，你想起来：\n" + "\n".join(memory_items) + "\n"
+            memory_prompt = "看到这些聊天，你想起来：\n" + "\n".join(memory_items) + "\n"
             
             # 打印调试信息
             print("\n\033[1;32m[记忆检索]\033[0m 找到以下相关记忆：")
@@ -117,13 +114,22 @@ class PromptBuilder:
         activate_prompt = ''
         activate_prompt = f"以上是群里正在进行的聊天，{memory_prompt} 现在昵称为 '{sender_name}' 的用户说的:{message_txt}。引起了你的注意,你和他{relation_prompt},{mood_prompt},你想要{relation_prompt_2}。"          
         
-        #检测机器人相关词汇
-        bot_keywords = ['人机', 'bot', '机器', '入机', 'robot', '机器人']
-        is_bot = any(keyword in message_txt.lower() for keyword in bot_keywords)
-        if is_bot:
-            is_bot_prompt = '有人说你是人机或者机器人，否定这一事实，攻击或反问他。注意，只有认为你是机器人才回复，否则不要否认'
-        else:
-            is_bot_prompt = ''
+        #检测机器人相关词汇，改为关键词检测与反应功能了，提取到全局配置中
+        # bot_keywords = ['人机', 'bot', '机器', '入机', 'robot', '机器人']
+        # is_bot = any(keyword in message_txt.lower() for keyword in bot_keywords)
+        # if is_bot:
+        #     is_bot_prompt = '有人说你是人机或者机器人，否定这一事实，攻击或反问他。注意，只有认为你是机器人才回复，否则不要否认'
+        # else:
+        #     is_bot_prompt = ''
+
+        # 关键词检测与反应
+        keywords_reaction_prompt = ''
+        for rule in global_config.keywords_reaction_rules:
+            if rule.get("enable", False):
+                if any(keyword in message_txt.lower() for keyword in rule.get("keywords", [])):
+                    print(f"检测到以下关键词之一：{rule.get('keywords', [])}，触发反应：{rule.get('reaction', '')}")
+                    keywords_reaction_prompt += rule.get("reaction", "") + '，'
+
         
         #人格选择
         personality=global_config.PROMPT_PERSONALITY
@@ -134,15 +140,15 @@ class PromptBuilder:
         personality_choice = random.random()
         if personality_choice < probability_1:  # 第一种人格
             prompt_personality = f'''{activate_prompt}你的网名叫{global_config.BOT_NICKNAME}，{personality[0]}, 你正在浏览qq群,{promt_info_prompt},
-            现在请你给出日常且口语化的回复，平淡一些，尽量简短一些。{is_bot_prompt}
+            现在请你给出日常且口语化的回复，平淡一些，尽量简短一些。{keywords_reaction_prompt}
             请注意把握群里的聊天内容，不要刻意突出自身学科背景，不要回复的太有条理，可以有个性。'''
         elif personality_choice < probability_1 + probability_2:  # 第二种人格
             prompt_personality = f'''{activate_prompt}你的网名叫{global_config.BOT_NICKNAME}，{personality[1]}, 你正在浏览qq群，{promt_info_prompt},
-            现在请你给出日常且口语化的回复，请表现你自己的见解，不要一昧迎合，尽量简短一些。{is_bot_prompt}
+            现在请你给出日常且口语化的回复，请表现你自己的见解，不要一昧迎合，尽量简短一些。{keywords_reaction_prompt}
             请你表达自己的见解和观点。可以有个性。'''
         else:  # 第三种人格
             prompt_personality = f'''{activate_prompt}你的网名叫{global_config.BOT_NICKNAME}，{personality[2]}, 你正在浏览qq群，{promt_info_prompt},
-            现在请你给出日常且口语化的回复，请表现你自己的见解，不要一昧迎合，尽量简短一些。{is_bot_prompt}
+            现在请你给出日常且口语化的回复，请表现你自己的见解，不要一昧迎合，尽量简短一些。{keywords_reaction_prompt}
             请你表达自己的见解和观点。可以有个性。'''
         
         #中文高手(新加的好玩功能)
@@ -203,7 +209,7 @@ class PromptBuilder:
 
         #激活prompt构建
         activate_prompt = ''
-        activate_prompt = f"以上是群里正在进行的聊天。"
+        activate_prompt = "以上是群里正在进行的聊天。"
         personality=global_config.PROMPT_PERSONALITY
         prompt_personality = ''
         personality_choice = random.random()
diff --git a/src/plugins/chat/relationship_manager.py b/src/plugins/chat/relationship_manager.py
index 29a4334e8..4ed7a2f11 100644
--- a/src/plugins/chat/relationship_manager.py
+++ b/src/plugins/chat/relationship_manager.py
@@ -1,8 +1,8 @@
-import time
-from ...common.database import Database
-from nonebot.adapters.onebot.v11 import Bot
-from typing import Optional, Tuple
 import asyncio
+from typing import Optional
+
+from ...common.database import Database
+
 
 class Impression:
     traits: str = None
@@ -123,7 +123,7 @@ class RelationshipManager:
         print(f"\033[1;32m[关系管理]\033[0m 已加载 {len(self.relationships)} 条关系记录")
         
         while True:
-            print(f"\033[1;32m[关系管理]\033[0m 正在自动保存关系")
+            print("\033[1;32m[关系管理]\033[0m 正在自动保存关系")
             await asyncio.sleep(300)  # 等待300秒(5分钟)
             await self._save_all_relationships()
     
diff --git a/src/plugins/chat/storage.py b/src/plugins/chat/storage.py
index 08b52b7ca..6a87480b7 100644
--- a/src/plugins/chat/storage.py
+++ b/src/plugins/chat/storage.py
@@ -1,10 +1,8 @@
-from typing import Dict, List, Any, Optional
-import time
-import threading
-from collections import defaultdict
-import asyncio
-from .message import Message
+from typing import Optional
+
 from ...common.database import Database
+from .message import Message
+
 
 class MessageStorage:
     def __init__(self):
diff --git a/src/plugins/chat/topic_identifier.py b/src/plugins/chat/topic_identifier.py
index 6579d15ac..3296d0895 100644
--- a/src/plugins/chat/topic_identifier.py
+++ b/src/plugins/chat/topic_identifier.py
@@ -1,10 +1,9 @@
-from typing import Optional, Dict, List
-from openai import OpenAI
-from .message import Message
-import jieba
+from typing import List, Optional
+
 from nonebot import get_driver
-from .config import global_config
+
 from ..models.utils_model import LLM_request
+from .config import global_config
 
 driver = get_driver()
 config = driver.config  
@@ -26,7 +25,7 @@ class TopicIdentifier:
         topic, _ = await self.llm_topic_judge.generate_response(prompt)
         
         if not topic:
-            print(f"\033[1;31m[错误]\033[0m LLM API 返回为空")
+            print("\033[1;31m[错误]\033[0m LLM API 返回为空")
             return None
             
         # 直接在这里处理主题解析
diff --git a/src/plugins/chat/utils.py b/src/plugins/chat/utils.py
index db5a35384..b2583e86f 100644
--- a/src/plugins/chat/utils.py
+++ b/src/plugins/chat/utils.py
@@ -1,19 +1,17 @@
-import time
-import random
-from typing import List
-from .message import Message
-import requests
-import numpy as np
-from .config import global_config
-import re
-from typing import Dict
-from collections import Counter
 import math
-from nonebot import get_driver
-from ..models.utils_model import LLM_request
-import aiohttp
+import random
+import time
+from collections import Counter
+from typing import Dict, List
+
 import jieba
+import numpy as np
+from nonebot import get_driver
+
+from ..models.utils_model import LLM_request
 from ..utils.typo_generator import ChineseTypoGenerator
+from .config import global_config
+from .message import Message
 
 driver = get_driver()
 config = driver.config
diff --git a/src/plugins/chat/utils_image.py b/src/plugins/chat/utils_image.py
index eff788868..8a8b3ce5a 100644
--- a/src/plugins/chat/utils_image.py
+++ b/src/plugins/chat/utils_image.py
@@ -1,14 +1,15 @@
+import base64
 import io
-from PIL import Image
-import hashlib
-import time
 import os
+import time
+import zlib  # 用于 CRC32
+
+from loguru import logger
+from nonebot import get_driver
+from PIL import Image
+
 from ...common.database import Database
 from ..chat.config import global_config
-import zlib  # 用于 CRC32
-import base64
-from nonebot import get_driver
-from loguru import logger
 
 driver = get_driver()
 config = driver.config
@@ -119,7 +120,7 @@ def storage_compress_image(base64_data: str, max_size: int = 200) -> str:
             
             # 保存记录
             collection.insert_one(image_record)
-            print(f"\033[1;32m[成功]\033[0m 保存图片记录到数据库")
+            print("\033[1;32m[成功]\033[0m 保存图片记录到数据库")
             
         except Exception as db_error:
             print(f"\033[1;31m[错误]\033[0m 数据库操作失败: {str(db_error)}")
diff --git a/src/plugins/chat/utils_user.py b/src/plugins/chat/utils_user.py
index bb8c30948..489eb7a1d 100644
--- a/src/plugins/chat/utils_user.py
+++ b/src/plugins/chat/utils_user.py
@@ -1,5 +1,6 @@
-from .relationship_manager import relationship_manager
 from .config import global_config
+from .relationship_manager import relationship_manager
+
 
 def get_user_nickname(user_id: int) -> str:
     if int(user_id) == int(global_config.BOT_QQ):
diff --git a/src/plugins/chat/willing_manager.py b/src/plugins/chat/willing_manager.py
index 16a0570e2..001b66207 100644
--- a/src/plugins/chat/willing_manager.py
+++ b/src/plugins/chat/willing_manager.py
@@ -1,4 +1,6 @@
 import asyncio
+from .config import global_config
+
 
 class WillingManager:
     def __init__(self):
@@ -37,11 +39,14 @@ class WillingManager:
             current_willing *= 0.1
             print(f"表情包, 当前意愿: {current_willing}")
         
+        print(f"放大系数_interested_rate: {global_config.response_interested_rate_amplifier}")
+        interested_rate *= global_config.response_interested_rate_amplifier #放大回复兴趣度
         if interested_rate > 0.4:
-            print(f"兴趣度: {interested_rate}, 当前意愿: {current_willing}")
-            current_willing += interested_rate-0.1
+            # print(f"兴趣度: {interested_rate}, 当前意愿: {current_willing}")
+            current_willing += interested_rate-0.4
         
-        self.group_reply_willing[group_id] = min(current_willing, 3.0)
+        current_willing *= global_config.response_willing_amplifier #放大回复意愿
+        # print(f"放大系数_willing: {global_config.response_willing_amplifier}, 当前意愿: {current_willing}")
         
         reply_probability = max((current_willing - 0.45) * 2, 0)
         if group_id not in config.talk_allowed_groups:
@@ -49,11 +54,14 @@ class WillingManager:
             reply_probability = 0
             
         if group_id in config.talk_frequency_down_groups:
-            reply_probability = reply_probability / 3.5
+            reply_probability = reply_probability / global_config.down_frequency_rate
 
         reply_probability = min(reply_probability, 1)
         if reply_probability < 0:
             reply_probability = 0
+            
+            
+        self.group_reply_willing[group_id] = min(current_willing, 3.0)
         return reply_probability
     
     def change_reply_willing_sent(self, group_id: int):
diff --git a/src/plugins/knowledege/knowledge_library.py b/src/plugins/knowledege/knowledge_library.py
index d7071985e..d2408e24f 100644
--- a/src/plugins/knowledege/knowledge_library.py
+++ b/src/plugins/knowledege/knowledge_library.py
@@ -1,8 +1,8 @@
 import os
 import sys
-import numpy as np
-import requests
 import time
+
+import requests
 from dotenv import load_dotenv
 
 # 添加项目根目录到 Python 路径
diff --git a/src/plugins/memory_system/draw_memory.py b/src/plugins/memory_system/draw_memory.py
index fad3f5f30..006991bcb 100644
--- a/src/plugins/memory_system/draw_memory.py
+++ b/src/plugins/memory_system/draw_memory.py
@@ -1,19 +1,12 @@
 # -*- coding: utf-8 -*-
 import os
 import sys
-import jieba
-import networkx as nx
-import matplotlib.pyplot as plt
-import math
-from collections import Counter
-import datetime
-import random
 import time
+
+import jieba
+import matplotlib.pyplot as plt
+import networkx as nx
 from dotenv import load_dotenv
-import sys
-import asyncio
-import aiohttp
-from typing import Tuple
 
 sys.path.append("C:/GitHub/MaiMBot")  # 添加项目根目录到 Python 路径
 from src.common.database import Database  # 使用正确的导入语法
diff --git a/src/plugins/memory_system/memory.py b/src/plugins/memory_system/memory.py
index 44f5eb713..f88888aa4 100644
--- a/src/plugins/memory_system/memory.py
+++ b/src/plugins/memory_system/memory.py
@@ -1,20 +1,21 @@
 # -*- coding: utf-8 -*-
-import os
-import jieba
-import networkx as nx
-import matplotlib.pyplot as plt
-from collections import Counter
 import datetime
+import math
 import random
 import time
+
+import jieba
+import networkx as nx
+
+from ...common.database import Database  # 使用正确的导入语法
 from ..chat.config import global_config
-from ...common.database import Database # 使用正确的导入语法
+from ..chat.utils import (
+    calculate_information_content,
+    cosine_similarity,
+    get_cloest_chat_from_db,
+    text_to_vector,
+)
 from ..models.utils_model import LLM_request
-import math
-from ..chat.utils import calculate_information_content, get_cloest_chat_from_db ,text_to_vector,cosine_similarity
-
-
-
 
 
 class Memory_graph:
@@ -530,7 +531,8 @@ class Hippocampus:
         # 计算每个识别出的主题与记忆主题的相似度
         for topic in topics:
             if debug_info:
-                print(f"\033[1;32m[{debug_info}]\033[0m 正在思考有没有见过: {topic}")
+                # print(f"\033[1;32m[{debug_info}]\033[0m 正在思考有没有见过: {topic}")
+                pass
                 
             topic_vector = text_to_vector(topic)
             has_similar_topic = False
@@ -548,11 +550,13 @@ class Hippocampus:
                 if similarity >= similarity_threshold:
                     has_similar_topic = True
                     if debug_info:
-                        print(f"\033[1;32m[{debug_info}]\033[0m 找到相似主题: {topic} -> {memory_topic} (相似度: {similarity:.2f})")
+                        # print(f"\033[1;32m[{debug_info}]\033[0m 找到相似主题: {topic} -> {memory_topic} (相似度: {similarity:.2f})")
+                        pass
                     all_similar_topics.append((memory_topic, similarity))
                     
             if not has_similar_topic and debug_info:
-                print(f"\033[1;31m[{debug_info}]\033[0m 没有见过: {topic}  ，呃呃")
+                # print(f"\033[1;31m[{debug_info}]\033[0m 没有见过: {topic}  ，呃呃")
+                pass
                 
         return all_similar_topics
         
@@ -696,6 +700,7 @@ def segment_text(text):
 
 
 from nonebot import get_driver
+
 driver = get_driver()
 config = driver.config
 
diff --git a/src/plugins/memory_system/memory_manual_build.py b/src/plugins/memory_system/memory_manual_build.py
index e99485655..3124bc8e4 100644
--- a/src/plugins/memory_system/memory_manual_build.py
+++ b/src/plugins/memory_system/memory_manual_build.py
@@ -1,21 +1,22 @@
 # -*- coding: utf-8 -*-
-import sys
-import jieba
-import networkx as nx
-import matplotlib.pyplot as plt
-import math
-from collections import Counter
 import datetime
-import random
-import time
+import math
 import os
-from dotenv import load_dotenv
-import pymongo
-from loguru import logger
+import random
+import sys
+import time
+from collections import Counter
 from pathlib import Path
+
+import matplotlib.pyplot as plt
+import networkx as nx
+import pymongo
+from dotenv import load_dotenv
+from loguru import logger
+
 # from chat.config import global_config
 sys.path.append("C:/GitHub/MaiMBot")  # 添加项目根目录到 Python 路径
-from src.common.database import Database  
+from src.common.database import Database
 from src.plugins.memory_system.offline_llm import LLMModel
 
 # 获取当前文件的目录
@@ -102,7 +103,7 @@ def get_cloest_chat_from_db(db, length: int, timestamp: str):
             # 检查当前记录的memorized值
             current_memorized = record.get('memorized', 0)
             if current_memorized  > 3:
-                print(f"消息已读取3次，跳过")
+                print("消息已读取3次，跳过")
                 return ''
                 
             # 更新memorized值
@@ -114,7 +115,7 @@ def get_cloest_chat_from_db(db, length: int, timestamp: str):
             chat_text += record["detailed_plain_text"]
             
         return chat_text
-    print(f"消息已读取3次，跳过")
+    print("消息已读取3次，跳过")
     return ''
 
 class Memory_graph:
diff --git a/src/plugins/memory_system/offline_llm.py b/src/plugins/memory_system/offline_llm.py
index 5e877dceb..4a80b3ecd 100644
--- a/src/plugins/memory_system/offline_llm.py
+++ b/src/plugins/memory_system/offline_llm.py
@@ -1,11 +1,13 @@
-import os
-import requests
-from typing import Tuple, Union
-import time
-import aiohttp
 import asyncio
+import os
+import time
+from typing import Tuple, Union
+
+import aiohttp
+import requests
 from loguru import logger
 
+
 class LLMModel:
     def __init__(self, model_name="deepseek-ai/DeepSeek-V3", **kwargs):
         self.model_name = model_name
diff --git a/src/plugins/models/utils_model.py b/src/plugins/models/utils_model.py
index 24f21e0a5..e444cc24c 100644
--- a/src/plugins/models/utils_model.py
+++ b/src/plugins/models/utils_model.py
@@ -1,16 +1,16 @@
-import aiohttp
 import asyncio
 import json
-import requests
-import time
 import re
+from datetime import datetime
 from typing import Tuple, Union
-from nonebot import get_driver
+
+import aiohttp
 from loguru import logger
+from nonebot import get_driver
+
+from ...common.database import Database
 from ..chat.config import global_config
 from ..chat.utils_image import compress_base64_image_by_scale
-from datetime import datetime
-from ...common.database import Database
 
 driver = get_driver()
 config = driver.config
@@ -181,6 +181,13 @@ class LLM_request:
                             continue
                         elif response.status in policy["abort_codes"]:
                             logger.error(f"错误码: {response.status} - {error_code_mapping.get(response.status)}")
+                            if response.status == 403 :
+                                if global_config.llm_normal == "Pro/deepseek-ai/DeepSeek-V3":
+                                    logger.error("可能是没有给硅基流动充钱，普通模型自动退化至非Pro模型，反应速度可能会变慢")
+                                    global_config.llm_normal = "deepseek-ai/DeepSeek-V3"
+                                if global_config.llm_reasoning == "Pro/deepseek-ai/DeepSeek-R1":
+                                    logger.error("可能是没有给硅基流动充钱，推理模型自动退化至非Pro模型，反应速度可能会变慢")
+                                    global_config.llm_reasoning = "deepseek-ai/DeepSeek-R1"
                             raise RuntimeError(f"请求被拒绝: {error_code_mapping.get(response.status)}")
                             
                         response.raise_for_status()
@@ -226,7 +233,7 @@ class LLM_request:
                     await asyncio.sleep(wait_time)
                 else:
                     logger.critical(f"请求失败: {str(e)}")
-                    logger.critical(f"请求头: {await self._build_headers()} 请求体: {payload}")
+                    logger.critical(f"请求头: {await self._build_headers(no_key=True)} 请求体: {payload}")
                     raise RuntimeError(f"API请求失败: {str(e)}")
 
         logger.error("达到最大重试次数，请求仍然失败")
@@ -324,12 +331,19 @@ class LLM_request:
             reasoning = ""
         return content, reasoning
 
-    async def _build_headers(self) -> dict:
+    async def _build_headers(self, no_key: bool = False) -> dict:
         """构建请求头"""
-        return {
-            "Authorization": f"Bearer {self.api_key}",
-            "Content-Type": "application/json"
-        }
+        if no_key:
+            return {
+                "Authorization": f"Bearer **********",
+                "Content-Type": "application/json"
+            }
+        else:
+            return {
+                "Authorization": f"Bearer {self.api_key}",
+                "Content-Type": "application/json"
+            } 
+        # 防止小朋友们截图自己的key
 
     async def generate_response(self, prompt: str) -> Tuple[str, str]:
         """根据输入的提示生成模型的异步响应"""
diff --git a/src/plugins/moods/moods.py b/src/plugins/moods/moods.py
index eee5da54c..32b900b0b 100644
--- a/src/plugins/moods/moods.py
+++ b/src/plugins/moods/moods.py
@@ -1,10 +1,11 @@
 import math
-import time
 import threading
-from typing import Dict, Tuple, Optional
+import time
 from dataclasses import dataclass
+
 from ..chat.config import global_config
 
+
 @dataclass
 class MoodState:
     valence: float  # 愉悦度 (-1 到 1)
diff --git a/src/plugins/schedule/schedule_generator.py b/src/plugins/schedule/schedule_generator.py
index f2b11c33f..8a036152c 100644
--- a/src/plugins/schedule/schedule_generator.py
+++ b/src/plugins/schedule/schedule_generator.py
@@ -1,12 +1,15 @@
 import datetime
-import os
-from typing import List, Dict, Union
-from ...common.database import Database  # 使用正确的导入语法
-from src.plugins.chat.config import global_config
-from nonebot import get_driver
-from ..models.utils_model import LLM_request
-from loguru import logger
 import json
+from typing import Dict, Union
+
+from loguru import logger
+from nonebot import get_driver
+
+from src.plugins.chat.config import global_config
+
+from ...common.database import Database  # 使用正确的导入语法
+from ..models.utils_model import LLM_request
+
 driver = get_driver()
 config = driver.config
 
diff --git a/src/plugins/utils/statistic.py b/src/plugins/utils/statistic.py
index 093ace539..d7248e869 100644
--- a/src/plugins/utils/statistic.py
+++ b/src/plugins/utils/statistic.py
@@ -1,11 +1,12 @@
-from typing import Dict, List, Any
-import time
 import threading
-import json
-from datetime import datetime, timedelta
+import time
 from collections import defaultdict
+from datetime import datetime, timedelta
+from typing import Any, Dict
+
 from ...common.database import Database
 
+
 class LLMStatistics:
     def __init__(self, output_file: str = "llm_statistics.txt"):
         """初始化LLM统计类
diff --git a/src/plugins/utils/typo_generator.py b/src/plugins/utils/typo_generator.py
index 16834200f..c743ec6ec 100644
--- a/src/plugins/utils/typo_generator.py
+++ b/src/plugins/utils/typo_generator.py
@@ -2,15 +2,17 @@
 错别字生成器 - 基于拼音和字频的中文错别字生成工具
 """
 
-from pypinyin import pinyin, Style
-from collections import defaultdict
 import json
-import os
-import jieba
-from pathlib import Path
-import random
 import math
+import os
+import random
 import time
+from collections import defaultdict
+from pathlib import Path
+
+import jieba
+from pypinyin import Style, pinyin
+
 
 class ChineseTypoGenerator:
     def __init__(self, 
diff --git a/template/auto_format.py b/template/auto_format.py
index 9bc27da29..d99e29e34 100644
--- a/template/auto_format.py
+++ b/template/auto_format.py
@@ -1,8 +1,10 @@
-import tomli
-import tomli_w
+import os
 import sys
 from pathlib import Path
-import os
+
+import tomli
+import tomli_w
+
 
 def sync_configs():
     # 读取两个配置文件
diff --git a/template/bot_config_template.toml b/template/bot_config_template.toml
index ababbbf21..4f357dec4 100644
--- a/template/bot_config_template.toml
+++ b/template/bot_config_template.toml
@@ -17,6 +17,11 @@ prompt_schedule = "一个曾经学习地质,现在学习心理学和脑科学的
 min_text_length = 2 # 与麦麦聊天时麦麦只会回答文本大于等于此数的消息
 max_context_size = 15 # 麦麦获得的上文数量
 emoji_chance = 0.2 # 麦麦使用表情包的概率
+thinking_timeout = 120 # 麦麦思考时间
+
+response_willing_amplifier = 1 # 麦麦回复意愿放大系数，一般为1
+response_interested_rate_amplifier = 1 # 麦麦回复兴趣度放大系数,听到记忆里的内容时放大系数
+down_frequency_rate = 3.5 # 降低回复频率的群组回复意愿降低系数
 ban_words = [
     # "403","张三"
     ]
@@ -46,6 +51,19 @@ mood_update_interval = 1.0 # 情绪更新间隔 单位秒
 mood_decay_rate = 0.95 # 情绪衰减率
 mood_intensity_factor = 1.0 # 情绪强度因子
 
+[keywords_reaction] # 针对某个关键词作出反应
+enable = true  # 关键词反应功能的总开关
+
+[[keywords_reaction.rules]] # 如果想要新增多个关键词，直接复制本条，修改keywords和reaction即可
+enable = true # 是否启用此条（为了人类在未来AI战争能更好地识别AI（bushi），默认开启）
+keywords = ["人机", "bot", "机器", "入机", "robot", "机器人"] # 会触发反应的关键词
+reaction = "有人说你是人机或者机器人，否定这一事实，攻击或反问他。注意，只有认为你是机器人才回复，否则不要否认" # 触发之后添加的提示词
+
+[[keywords_reaction.rules]] # 就像这样复制
+enable = false # 仅作示例，不会触发
+keywords = ["测试关键词回复","test",""]
+reaction = "回答“测试成功”"
+
 [others]
 enable_advance_output = true # 是否启用高级输出
 enable_kuuki_read = true # 是否启用读空气功能