diff --git a/src/analytics/ai_success_monitor.py b/src/analytics/ai_success_monitor.py
index f2fc9b0..c06f922 100644
--- a/src/analytics/ai_success_monitor.py
+++ b/src/analytics/ai_success_monitor.py
@@ -10,11 +10,11 @@ from typing import Dict, List, Optional, Any, Tuple
 from datetime import datetime, timedelta
 from dataclasses import dataclass
 from collections import defaultdict
-import redis
 import time
 
 from ..core.database import db_manager
 from ..core.models import Alert
+from ..core.redis_manager import redis_manager
 from ..config.config import Config
 
 logger = logging.getLogger(__name__)
@@ -38,9 +38,6 @@ class AISuccessMonitor:
     """AI调用成功率监控器"""
     
     def __init__(self):
-        self.redis_client = None
-        self._init_redis()
-        
         # 监控阈值
         self.thresholds = {
             "success_rate_min": 0.95,           # 最低成功率95%
@@ -58,23 +55,9 @@ class AISuccessMonitor:
             "poor": {"success_rate": 0.85, "response_time": 12.0}
         }
     
-    def _init_redis(self):
-        """初始化Redis连接"""
-        try:
-            self.redis_client = redis.Redis(
-                host='43.134.68.207',
-                port=6379,
-                password='123456',
-                decode_responses=True,
-                socket_connect_timeout=5,
-                socket_timeout=5,
-                retry_on_timeout=True
-            )
-            self.redis_client.ping()
-            logger.info("AI成功率监控Redis连接成功")
-        except Exception as e:
-            logger.error(f"AI成功率监控Redis连接失败: {e}")
-            self.redis_client = None
+    def _get_redis_client(self):
+        """获取Redis客户端"""
+        return redis_manager.get_connection()
     
     def record_api_call(
         self,
@@ -120,7 +103,8 @@ class AISuccessMonitor:
     
     def _save_to_redis(self, api_call: APICall):
         """保存到Redis"""
-        if not self.redis_client:
+        redis_client = self._get_redis_client()
+        if not redis_client:
             return
         
         try:
@@ -139,23 +123,23 @@ class AISuccessMonitor:
             }
             
             # 保存到多个键
-            self.redis_client.zadd(
+            redis_client.zadd(
                 "api_calls:daily",
                 {json.dumps(call_data, ensure_ascii=False): timestamp}
             )
             
-            self.redis_client.zadd(
+            redis_client.zadd(
                 f"api_calls:model:{api_call.model_name}",
                 {json.dumps(call_data, ensure_ascii=False): timestamp}
             )
             
-            self.redis_client.zadd(
+            redis_client.zadd(
                 f"api_calls:user:{api_call.user_id}",
                 {json.dumps(call_data, ensure_ascii=False): timestamp}
             )
             
             # 设置过期时间（保留30天）
-            self.redis_client.expire("api_calls:daily", 30 * 24 * 3600)
+            redis_client.expire("api_calls:daily", 30 * 24 * 3600)
             
         except Exception as e:
             logger.error(f"保存API调用到Redis失败: {e}")
@@ -205,11 +189,12 @@ class AISuccessMonitor:
     def _get_consecutive_failures(self, model_name: str) -> int:
         """获取连续失败次数"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return 0
             
             # 获取最近的调用记录
-            recent_calls = self.redis_client.zrevrange(
+            recent_calls = redis_client.zrevrange(
                 f"api_calls:model:{model_name}",
                 0,
                 9,  # 最近10次调用
@@ -236,7 +221,8 @@ class AISuccessMonitor:
     def _get_hourly_failures(self, timestamp: datetime) -> int:
         """获取每小时失败次数"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return 0
             
             hour_start = timestamp.replace(minute=0, second=0, microsecond=0)
@@ -245,7 +231,7 @@ class AISuccessMonitor:
             start_time = hour_start.timestamp()
             end_time = hour_end.timestamp()
             
-            calls = self.redis_client.zrangebyscore(
+            calls = redis_client.zrangebyscore(
                 "api_calls:daily",
                 start_time,
                 end_time,
@@ -270,13 +256,14 @@ class AISuccessMonitor:
     def _get_recent_success_rate(self, model_name: str, hours: int = 1) -> float:
         """获取最近成功率"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return 0.0
             
             end_time = datetime.now().timestamp()
             start_time = (datetime.now() - timedelta(hours=hours)).timestamp()
             
-            calls = self.redis_client.zrangebyscore(
+            calls = redis_client.zrangebyscore(
                 f"api_calls:model:{model_name}",
                 start_time,
                 end_time,
@@ -306,13 +293,14 @@ class AISuccessMonitor:
     def _get_avg_response_time(self, model_name: str, hours: int = 1) -> float:
         """获取平均响应时间"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return 0.0
             
             end_time = datetime.now().timestamp()
             start_time = (datetime.now() - timedelta(hours=hours)).timestamp()
             
-            calls = self.redis_client.zrangebyscore(
+            calls = redis_client.zrangebyscore(
                 f"api_calls:model:{model_name}",
                 start_time,
                 end_time,
@@ -366,13 +354,14 @@ class AISuccessMonitor:
     def get_model_performance(self, model_name: str, hours: int = 24) -> Dict[str, Any]:
         """获取模型性能指标"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return {}
             
             end_time = datetime.now().timestamp()
             start_time = (datetime.now() - timedelta(hours=hours)).timestamp()
             
-            calls = self.redis_client.zrangebyscore(
+            calls = redis_client.zrangebyscore(
                 f"api_calls:model:{model_name}",
                 start_time,
                 end_time,
@@ -451,13 +440,14 @@ class AISuccessMonitor:
     def get_system_performance(self, hours: int = 24) -> Dict[str, Any]:
         """获取系统整体性能"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return {}
             
             end_time = datetime.now().timestamp()
             start_time = (datetime.now() - timedelta(hours=hours)).timestamp()
             
-            calls = self.redis_client.zrangebyscore(
+            calls = redis_client.zrangebyscore(
                 "api_calls:daily",
                 start_time,
                 end_time,
@@ -538,7 +528,8 @@ class AISuccessMonitor:
                 start_time = day_start.timestamp()
                 end_time = day_end.timestamp()
                 
-                if not self.redis_client:
+                redis_client = self._get_redis_client()
+                if not redis_client:
                     trend_data.append({
                         "date": date.isoformat(),
                         "total_calls": 0,
@@ -547,7 +538,7 @@ class AISuccessMonitor:
                     })
                     continue
                 
-                calls = self.redis_client.zrangebyscore(
+                calls = redis_client.zrangebyscore(
                     "api_calls:daily",
                     start_time,
                     end_time,
@@ -598,27 +589,28 @@ class AISuccessMonitor:
     def cleanup_old_data(self, days: int = 30) -> int:
         """清理旧数据"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return 0
             
             cutoff_time = (datetime.now() - timedelta(days=days)).timestamp()
             
             # 清理每日数据
-            removed_count = self.redis_client.zremrangebyscore(
+            removed_count = redis_client.zremrangebyscore(
                 "api_calls:daily",
                 0,
                 cutoff_time
             )
             
             # 清理模型数据
-            model_keys = self.redis_client.keys("api_calls:model:*")
+            model_keys = redis_client.keys("api_calls:model:*")
             for key in model_keys:
-                self.redis_client.zremrangebyscore(key, 0, cutoff_time)
+                redis_client.zremrangebyscore(key, 0, cutoff_time)
             
             # 清理用户数据
-            user_keys = self.redis_client.keys("api_calls:user:*")
+            user_keys = redis_client.keys("api_calls:user:*")
             for key in user_keys:
-                self.redis_client.zremrangebyscore(key, 0, cutoff_time)
+                redis_client.zremrangebyscore(key, 0, cutoff_time)
             
             logger.info(f"清理AI成功率监控数据成功: 数量={removed_count}")
             return removed_count
diff --git a/src/analytics/token_monitor.py b/src/analytics/token_monitor.py
index fd03d41..2a8d4c7 100644
--- a/src/analytics/token_monitor.py
+++ b/src/analytics/token_monitor.py
@@ -10,10 +10,9 @@ from typing import Dict, List, Optional, Any, Tuple
 from datetime import datetime, timedelta
 from dataclasses import dataclass
 from collections import defaultdict
-import redis
-
 from ..core.database import db_manager
 from ..core.models import Conversation
+from ..core.redis_manager import redis_manager
 from ..config.config import Config
 
 logger = logging.getLogger(__name__)
@@ -37,9 +36,6 @@ class TokenMonitor:
     """Token消耗监控器"""
     
     def __init__(self):
-        self.redis_client = None
-        self._init_redis()
-        
         # Token价格配置（每1000个token的价格，单位：元）
         self.token_prices = {
             "qwen-plus-latest": {
@@ -64,23 +60,9 @@ class TokenMonitor:
             "error_rate_threshold": 0.1     # 错误率阈值
         }
     
-    def _init_redis(self):
-        """初始化Redis连接"""
-        try:
-            self.redis_client = redis.Redis(
-                host='43.134.68.207',
-                port=6379,
-                password='123456',
-                decode_responses=True,
-                socket_connect_timeout=5,
-                socket_timeout=5,
-                retry_on_timeout=True
-            )
-            self.redis_client.ping()
-            logger.info("Token监控Redis连接成功")
-        except Exception as e:
-            logger.error(f"Token监控Redis连接失败: {e}")
-            self.redis_client = None
+    def _get_redis_client(self):
+        """获取Redis客户端"""
+        return redis_manager.get_connection()
     
     def record_token_usage(
         self,
@@ -141,7 +123,8 @@ class TokenMonitor:
     
     def _save_to_redis(self, usage: TokenUsage):
         """保存到Redis"""
-        if not self.redis_client:
+        redis_client = self._get_redis_client()
+        if not redis_client:
             return
         
         try:
@@ -161,24 +144,24 @@ class TokenMonitor:
             }
             
             # 保存到多个键
-            self.redis_client.zadd(
+            redis_client.zadd(
                 "token_usage:daily",
                 {json.dumps(usage_data, ensure_ascii=False): timestamp}
             )
             
-            self.redis_client.zadd(
+            redis_client.zadd(
                 f"token_usage:user:{usage.user_id}",
                 {json.dumps(usage_data, ensure_ascii=False): timestamp}
             )
             
             if usage.work_order_id:
-                self.redis_client.zadd(
+                redis_client.zadd(
                     f"token_usage:work_order:{usage.work_order_id}",
                     {json.dumps(usage_data, ensure_ascii=False): timestamp}
                 )
             
             # 设置过期时间（保留30天）
-            self.redis_client.expire("token_usage:daily", 30 * 24 * 3600)
+            redis_client.expire("token_usage:daily", 30 * 24 * 3600)
             
         except Exception as e:
             logger.error(f"保存Token使用到Redis失败: {e}")
@@ -241,14 +224,15 @@ class TokenMonitor:
     def get_daily_cost(self, date: datetime.date) -> float:
         """获取指定日期的成本"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return 0.0
             
             start_time = datetime.combine(date, datetime.min.time()).timestamp()
             end_time = datetime.combine(date, datetime.max.time()).timestamp()
             
             # 从Redis获取当日数据
-            usage_records = self.redis_client.zrangebyscore(
+            usage_records = redis_client.zrangebyscore(
                 "token_usage:daily",
                 start_time,
                 end_time,
@@ -272,7 +256,8 @@ class TokenMonitor:
     def get_hourly_cost(self, timestamp: datetime) -> float:
         """获取指定小时的成本"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return 0.0
             
             # 获取当前小时的数据
@@ -282,7 +267,7 @@ class TokenMonitor:
             start_time = hour_start.timestamp()
             end_time = hour_end.timestamp()
             
-            usage_records = self.redis_client.zrangebyscore(
+            usage_records = redis_client.zrangebyscore(
                 "token_usage:daily",
                 start_time,
                 end_time,
@@ -306,13 +291,14 @@ class TokenMonitor:
     def get_user_token_stats(self, user_id: str, days: int = 7) -> Dict[str, Any]:
         """获取用户Token使用统计"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return {}
             
             end_time = datetime.now().timestamp()
             start_time = (datetime.now() - timedelta(days=days)).timestamp()
             
-            usage_records = self.redis_client.zrangebyscore(
+            usage_records = redis_client.zrangebyscore(
                 f"token_usage:user:{user_id}",
                 start_time,
                 end_time,
@@ -378,13 +364,14 @@ class TokenMonitor:
     def get_system_token_stats(self, days: int = 7) -> Dict[str, Any]:
         """获取系统Token使用统计"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return {}
             
             end_time = datetime.now().timestamp()
             start_time = (datetime.now() - timedelta(days=days)).timestamp()
             
-            usage_records = self.redis_client.zrangebyscore(
+            usage_records = redis_client.zrangebyscore(
                 "token_usage:daily",
                 start_time,
                 end_time,
@@ -466,27 +453,28 @@ class TokenMonitor:
     def cleanup_old_data(self, days: int = 30) -> int:
         """清理旧数据"""
         try:
-            if not self.redis_client:
+            redis_client = self._get_redis_client()
+            if not redis_client:
                 return 0
             
             cutoff_time = (datetime.now() - timedelta(days=days)).timestamp()
             
             # 清理每日数据
-            removed_count = self.redis_client.zremrangebyscore(
+            removed_count = redis_client.zremrangebyscore(
                 "token_usage:daily",
                 0,
                 cutoff_time
             )
             
             # 清理用户数据
-            user_keys = self.redis_client.keys("token_usage:user:*")
+            user_keys = redis_client.keys("token_usage:user:*")
             for key in user_keys:
-                self.redis_client.zremrangebyscore(key, 0, cutoff_time)
+                redis_client.zremrangebyscore(key, 0, cutoff_time)
             
             # 清理工单数据
-            work_order_keys = self.redis_client.keys("token_usage:work_order:*")
+            work_order_keys = redis_client.keys("token_usage:work_order:*")
             for key in work_order_keys:
-                self.redis_client.zremrangebyscore(key, 0, cutoff_time)
+                redis_client.zremrangebyscore(key, 0, cutoff_time)
             
             logger.info(f"清理Token监控数据成功: 数量={removed_count}")
             return removed_count
diff --git a/src/core/redis_manager.py b/src/core/redis_manager.py
new file mode 100644
index 0000000..3c82f94
--- /dev/null
+++ b/src/core/redis_manager.py
@@ -0,0 +1,95 @@
+# -*- coding: utf-8 -*-
+"""
+统一Redis连接管理器
+避免多个模块重复连接Redis，提供单例模式管理
+"""
+
+import logging
+import threading
+from typing import Optional
+import redis
+
+logger = logging.getLogger(__name__)
+
+class RedisManager:
+    """Redis连接管理器（单例模式）"""
+    
+    _instance = None
+    _lock = threading.Lock()
+    
+    def __new__(cls):
+        if cls._instance is None:
+            with cls._lock:
+                if cls._instance is None:
+                    cls._instance = super().__new__(cls)
+                    cls._instance._initialized = False
+        return cls._instance
+    
+    def __init__(self):
+        if self._initialized:
+            return
+            
+        self.redis_client = None
+        self.connected = False
+        self.connection_lock = threading.Lock()
+        self._initialized = True
+        
+        # Redis配置
+        self.host = '43.134.68.207'
+        self.port = 6379
+        self.password = '123456'
+        self.connect_timeout = 2
+        self.socket_timeout = 2
+    
+    def get_connection(self) -> Optional[redis.Redis]:
+        """获取Redis连接（懒加载）"""
+        if not self.connected:
+            with self.connection_lock:
+                if not self.connected:
+                    try:
+                        self.redis_client = redis.Redis(
+                            host=self.host,
+                            port=self.port,
+                            password=self.password,
+                            decode_responses=True,
+                            socket_connect_timeout=self.connect_timeout,
+                            socket_timeout=self.socket_timeout,
+                            retry_on_timeout=True
+                        )
+                        # 测试连接
+                        self.redis_client.ping()
+                        self.connected = True
+                        logger.info("Redis连接成功")
+                    except Exception as e:
+                        logger.debug(f"Redis连接失败: {e}")
+                        self.redis_client = None
+                        self.connected = False
+        
+        return self.redis_client
+    
+    def test_connection(self) -> bool:
+        """测试Redis连接"""
+        try:
+            client = self.get_connection()
+            if client:
+                client.ping()
+                return True
+            return False
+        except Exception as e:
+            logger.debug(f"Redis连接测试失败: {e}")
+            return False
+    
+    def close_connection(self):
+        """关闭Redis连接"""
+        with self.connection_lock:
+            if self.redis_client:
+                try:
+                    self.redis_client.close()
+                except Exception as e:
+                    logger.debug(f"关闭Redis连接失败: {e}")
+                finally:
+                    self.redis_client = None
+                    self.connected = False
+
+# 全局Redis管理器实例
+redis_manager = RedisManager()
diff --git a/src/dialogue/conversation_history.py b/src/dialogue/conversation_history.py
index 794b12d..e651950 100644
--- a/src/dialogue/conversation_history.py
+++ b/src/dialogue/conversation_history.py
@@ -8,11 +8,11 @@ import json
 import logging
 from typing import Dict, List, Optional, Any, Tuple
 from datetime import datetime, timedelta
-import redis
 from sqlalchemy.orm import Session
 
 from ..core.database import db_manager
 from ..core.models import Conversation
+from ..core.redis_manager import redis_manager
 from ..config.config import Config
 
 logger = logging.getLogger(__name__)
@@ -21,29 +21,12 @@ class ConversationHistoryManager:
     """对话历史管理器"""
     
     def __init__(self):
-        self.redis_client = None
-        self._init_redis()
         self.max_history_length = 20  # 最大历史记录数
         self.cache_ttl = 3600 * 24  # 缓存24小时
     
-    def _init_redis(self):
-        """初始化Redis连接"""
-        try:
-            self.redis_client = redis.Redis(
-                host='43.134.68.207',
-                port=6379,
-                password='123456',
-                decode_responses=True,
-                socket_connect_timeout=5,
-                socket_timeout=5,
-                retry_on_timeout=True
-            )
-            # 测试连接
-            self.redis_client.ping()
-            logger.info("Redis连接成功")
-        except Exception as e:
-            logger.error(f"Redis连接失败: {e}")
-            self.redis_client = None
+    def _get_redis_client(self):
+        """获取Redis客户端"""
+        return redis_manager.get_connection()
     
     def _get_cache_key(self, user_id: str, work_order_id: Optional[int] = None) -> str:
         """生成缓存键"""
@@ -109,7 +92,8 @@ class ConversationHistoryManager:
         response_time: Optional[float] = None
     ):
         """保存对话到Redis缓存"""
-        if not self.redis_client:
+        redis_client = self._get_redis_client()
+        if not redis_client:
             return
         
         try:
@@ -126,13 +110,13 @@ class ConversationHistoryManager:
             }
             
             # 添加到Redis列表
-            self.redis_client.lpush(cache_key, json.dumps(conversation_record, ensure_ascii=False))
+            redis_client.lpush(cache_key, json.dumps(conversation_record, ensure_ascii=False))
             
             # 限制列表长度
-            self.redis_client.ltrim(cache_key, 0, self.max_history_length - 1)
+            redis_client.ltrim(cache_key, 0, self.max_history_length - 1)
             
             # 设置过期时间
-            self.redis_client.expire(cache_key, self.cache_ttl)
+            redis_client.expire(cache_key, self.cache_ttl)
             
         except Exception as e:
             logger.error(f"保存到Redis缓存失败: {e}")
@@ -147,7 +131,7 @@ class ConversationHistoryManager:
         """获取对话历史（优先从Redis获取）"""
         try:
             # 先尝试从Redis获取
-            if self.redis_client:
+            if redis_client:
                 cached_history = self._get_from_cache(user_id, work_order_id, limit, offset)
                 if cached_history:
                     return cached_history
@@ -167,7 +151,8 @@ class ConversationHistoryManager:
         offset: int
     ) -> List[Dict[str, Any]]:
         """从Redis缓存获取对话历史"""
-        if not self.redis_client:
+        redis_client = self._get_redis_client()
+        if not redis_client:
             return []
         
         try:
@@ -177,7 +162,7 @@ class ConversationHistoryManager:
             start = offset
             end = offset + limit - 1
             
-            cached_data = self.redis_client.lrange(cache_key, start, end)
+            cached_data = redis_client.lrange(cache_key, start, end)
             
             history = []
             for data in cached_data:
@@ -307,20 +292,21 @@ class ConversationHistoryManager:
     
     def _invalidate_cache(self, work_order_id: Optional[int] = None):
         """清除相关缓存"""
-        if not self.redis_client:
+        redis_client = self._get_redis_client()
+        if not redis_client:
             return
         
         try:
             # 清除工单相关缓存
             if work_order_id:
                 cache_key = f"conversation_history:work_order:{work_order_id}"
-                self.redis_client.delete(cache_key)
+                redis_client.delete(cache_key)
             
             # 清除所有用户缓存（简单粗暴的方式）
             pattern = "conversation_history:user:*"
-            keys = self.redis_client.keys(pattern)
+            keys = redis_client.keys(pattern)
             if keys:
-                self.redis_client.delete(*keys)
+                redis_client.delete(*keys)
                 
         except Exception as e:
             logger.error(f"清除缓存失败: {e}")
@@ -354,7 +340,7 @@ class ConversationHistoryManager:
                     "total_conversations": total_count,
                     "avg_response_time": round(avg_response_time, 2),
                     "avg_confidence": round(avg_confidence, 2),
-                    "cache_status": "connected" if self.redis_client else "disconnected"
+                    "cache_status": "connected" if redis_manager.test_connection() else "disconnected"
                 }
                 
         except Exception as e: