diff --git a/api/app/core/tools/langchain_adapter.py b/api/app/core/tools/langchain_adapter.py
index ea5fdb96..51415732 100644
--- a/api/app/core/tools/langchain_adapter.py
+++ b/api/app/core/tools/langchain_adapter.py
@@ -232,7 +232,7 @@ class LangchainAdapter:
             # 添加验证约束
             if param.enum:
                 # 枚举值约束
-                field_kwargs["regex"] = f"^({'|'.join(map(str, param.enum))})$"
+                field_kwargs["pattern"] = f"^({'|'.join(map(str, param.enum))})$"
             
             if param.minimum is not None:
                 field_kwargs["ge"] = param.minimum
@@ -241,7 +241,7 @@ class LangchainAdapter:
                 field_kwargs["le"] = param.maximum
             
             if param.pattern:
-                field_kwargs["regex"] = param.pattern
+                field_kwargs["pattern"] = param.pattern
             
             fields[param.name] = Field(**field_kwargs)
             annotations[param.name] = python_type
diff --git a/api/app/core/tools/mcp/client.py b/api/app/core/tools/mcp/client.py
index 2901b7ca..e513a147 100644
--- a/api/app/core/tools/mcp/client.py
+++ b/api/app/core/tools/mcp/client.py
@@ -27,20 +27,22 @@ class SimpleMCPClient:
         
         # 确定连接类型
         self.is_websocket = server_url.startswith(("ws://", "wss://"))
+        self.is_sse = "/sse" in server_url.lower()
         
         # 连接状态
         self._websocket = None
         self._session = None
         self._request_id = 0
         self._pending_requests = {}
+        self._server_capabilities = {}
+        self._endpoint_url = None  # SSE endpoint URL
+        self._sse_task = None
     
     async def __aenter__(self):
-        """异步上下文管理器入口"""
         await self.connect()
         return self
     
     async def __aexit__(self, exc_type, exc_val, exc_tb):
-        """异步上下文管理器出口"""
         await self.disconnect()
     
     async def connect(self):
@@ -57,47 +59,157 @@ class SimpleMCPClient:
     async def disconnect(self):
         """断开连接"""
         try:
+            if self._sse_task:
+                self._sse_task.cancel()
             if self._websocket:
                 await self._websocket.close()
                 self._websocket = None
-            
             if self._session:
                 await self._session.close()
                 self._session = None
-                
         except Exception as e:
             logger.error(f"断开连接失败: {e}")
     
     async def _connect_websocket(self):
         """WebSocket 连接"""
         headers = self._build_headers()
-        
         self._websocket = await websockets.connect(
             self.server_url,
             extra_headers=headers,
             timeout=self.timeout
         )
-        
-        # 启动消息处理
         asyncio.create_task(self._handle_websocket_messages())
-        
-        # 发送初始化消息
         await self._send_initialize()
     
     async def _connect_http(self):
         """HTTP 连接"""
         headers = self._build_headers()
         timeout = aiohttp.ClientTimeout(total=self.timeout)
+        self._session = aiohttp.ClientSession(headers=headers, timeout=timeout)
         
-        self._session = aiohttp.ClientSession(
-            headers=headers,
-            timeout=timeout
-        )
-        
-        # 对于 ModelScope MCP 服务，需要先发送初始化请求
-        if "modelscope.net" in self.server_url:
+        if self.is_sse:
+            await self._initialize_sse_session()
+        elif "modelscope.net" in self.server_url:
             await self._initialize_modelscope_session()
     
+    async def _initialize_sse_session(self):
+        """初始化 SSE MCP 会话 - 参考 Dify 实现"""
+        try:
+            # 建立 SSE 连接
+            response = await self._session.get(
+                self.server_url,
+                headers={"Accept": "text/event-stream"}
+            )
+            
+            if response.status != 200:
+                error_text = await response.text()
+                raise MCPConnectionError(f"SSE 连接失败 {response.status}: {error_text}")
+            
+            # 启动 SSE 读取任务
+            self._sse_task = asyncio.create_task(self._read_sse_stream(response))
+            
+            # 等待获取 endpoint URL
+            for _ in range(10):
+                if self._endpoint_url:
+                    break
+                await asyncio.sleep(1)
+            
+            if not self._endpoint_url:
+                raise MCPConnectionError("未能获取 endpoint URL")
+            
+            # 发送 initialize 请求到 endpoint
+            init_request = {
+                "jsonrpc": "2.0",
+                "id": self._get_request_id(),
+                "method": "initialize",
+                "params": {
+                    "protocolVersion": "2024-11-05",
+                    "capabilities": {"tools": {}},
+                    "clientInfo": {"name": "MemoryBear", "version": "1.0.0"}
+                }
+            }
+            
+            init_response = await self._send_sse_request(init_request)
+            if "error" in init_response:
+                raise MCPConnectionError(f"初始化失败: {init_response['error']}")
+            
+            result = init_response.get("result", {})
+            self._server_capabilities = result.get("capabilities", {})
+            
+            # 发送 initialized 通知
+            await self._send_sse_notification({"jsonrpc": "2.0", "method": "notifications/initialized"})
+                    
+        except aiohttp.ClientError as e:
+            raise MCPConnectionError(f"初始化连接失败: {e}")
+    
+    async def _read_sse_stream(self, response):
+        """读取 SSE 流"""
+        try:
+            async for line in response.content:
+                line = line.decode('utf-8').strip()
+                
+                if line.startswith('event:'):
+                    continue
+                
+                if line.startswith('data:'):
+                    data = line[5:].strip()  # 去除 'data:' 后的空格
+                    if not data or data == '[DONE]':
+                        continue
+                    
+                    try:
+                        # 处理 endpoint 事件（相对路径或绝对路径）
+                        if not self._endpoint_url:
+                            # 如果是相对路径，拼接成完整 URL
+                            if data.startswith('/'):
+                                from urllib.parse import urlparse, urlunparse
+                                parsed = urlparse(self.server_url)
+                                self._endpoint_url = f"{parsed.scheme}://{parsed.netloc}{data}"
+                            else:
+                                self._endpoint_url = data
+                            logger.info(f"获取到 endpoint URL: {self._endpoint_url}")
+                            continue
+                        
+                        # 处理 message 事件
+                        message = json.loads(data)
+                        request_id = message.get("id")
+                        if request_id and request_id in self._pending_requests:
+                            future = self._pending_requests.pop(request_id)
+                            if not future.done():
+                                future.set_result(message)
+                    except json.JSONDecodeError:
+                        continue
+        except Exception as e:
+            logger.error(f"SSE 流读取错误: {e}")
+    
+    async def _send_sse_request(self, request: Dict[str, Any]) -> Dict[str, Any]:
+        """通过 SSE endpoint 发送请求"""
+        if not self._endpoint_url:
+            raise MCPConnectionError("endpoint URL 未初始化")
+        
+        request_id = request["id"]
+        future = asyncio.Future()
+        self._pending_requests[request_id] = future
+        
+        try:
+            async with self._session.post(self._endpoint_url, json=request) as response:
+                if response.status != 200:
+                    error_text = await response.text()
+                    raise MCPConnectionError(f"请求失败 {response.status}: {error_text}")
+            
+            return await asyncio.wait_for(future, timeout=self.timeout)
+        except asyncio.TimeoutError:
+            self._pending_requests.pop(request_id, None)
+            raise MCPConnectionError("请求超时")
+    
+    async def _send_sse_notification(self, notification: Dict[str, Any]):
+        """发送通知（无需响应）"""
+        if not self._endpoint_url:
+            raise MCPConnectionError("endpoint URL 未初始化")
+        
+        async with self._session.post(self._endpoint_url, json=notification) as response:
+            if response.status != 200:
+                logger.warning(f"通知发送失败: {response.status}")
+    
     async def _initialize_modelscope_session(self):
         """初始化 ModelScope MCP 会话"""
         init_request = {
@@ -107,18 +219,12 @@ class SimpleMCPClient:
             "params": {
                 "protocolVersion": "2024-11-05",
                 "capabilities": {"tools": {}},
-                "clientInfo": {
-                    "name": "MemoryBear",
-                    "version": "1.0.0"
-                }
+                "clientInfo": {"name": "MemoryBear", "version": "1.0.0"}
             }
         }
         
         try:
-            async with self._session.post(
-                self.server_url,
-                json=init_request
-            ) as response:
+            async with self._session.post(self.server_url, json=init_request) as response:
                 if response.status != 200:
                     error_text = await response.text()
                     raise MCPConnectionError(f"初始化失败 {response.status}: {error_text}")
@@ -127,21 +233,16 @@ class SimpleMCPClient:
                 if "error" in init_response:
                     raise MCPConnectionError(f"初始化失败: {init_response['error']}")
                 
-                # 获取 session ID
                 session_id = response.headers.get("Mcp-Session-Id") or response.headers.get("mcp-session-id")
                 if session_id:
                     self._session.headers.update({"Mcp-Session-Id": session_id})
                     
-                    # 发送 initialized 通知
                     initialized_notification = {
                         "jsonrpc": "2.0",
                         "method": "notifications/initialized"
                     }
                     
-                    async with self._session.post(
-                        self.server_url,
-                        json=initialized_notification
-                    ) as notif_response:
+                    async with self._session.post(self.server_url, json=initialized_notification):
                         pass
                     
         except aiohttp.ClientError as e:
@@ -149,12 +250,18 @@ class SimpleMCPClient:
     
     def _build_headers(self) -> Dict[str, str]:
         """构建请求头"""
+        # 基础 headers
         headers = {
             "Content-Type": "application/json",
             "Accept": "application/json, text/event-stream"
         }
         
-        # 添加认证头
+        # 合并 connection_config 中的自定义 headers
+        custom_headers = self.connection_config.get("headers", {})
+        if custom_headers:
+            headers.update(custom_headers)
+        
+        # 处理认证配置（认证 headers 优先级更高）
         auth_config = self.connection_config.get("auth_config", {})
         auth_type = self.connection_config.get("auth_type", "none")
         
@@ -178,7 +285,7 @@ class SimpleMCPClient:
         return headers
     
     async def _send_initialize(self):
-        """发送初始化消息"""
+        """发送初始化消息（WebSocket）"""
         init_message = {
             "jsonrpc": "2.0",
             "id": self._get_request_id(),
@@ -186,124 +293,90 @@ class SimpleMCPClient:
             "params": {
                 "protocolVersion": "2024-11-05",
                 "capabilities": {"tools": {}},
-                "clientInfo": {
-                    "name": "MemoryBear",
-                    "version": "1.0.0"
-                }
+                "clientInfo": {"name": "MemoryBear", "version": "1.0.0"}
             }
         }
         
         await self._websocket.send(json.dumps(init_message))
+        response = await self._websocket.recv()
+        response_data = json.loads(response)
         
-        # 等待初始化响应
-        response = await asyncio.wait_for(
-            self._websocket.recv(),
-            timeout=self.timeout
-        )
+        if "error" in response_data:
+            raise MCPConnectionError(f"初始化失败: {response_data['error']}")
         
-        init_response = json.loads(response)
-        if "error" in init_response:
-            raise MCPConnectionError(f"初始化失败: {init_response['error']}")
+        result = response_data.get("result", {})
+        self._server_capabilities = result.get("capabilities", {})
+        
+        await self._websocket.send(json.dumps({
+            "jsonrpc": "2.0",
+            "method": "notifications/initialized"
+        }))
+    
+    async def list_tools(self) -> List[Dict[str, Any]]:
+        """获取工具列表"""
+        request = {
+            "jsonrpc": "2.0",
+            "id": self._get_request_id(),
+            "method": "tools/list"
+        }
+        
+        if self.is_websocket:
+            await self._websocket.send(json.dumps(request))
+            response = await self._websocket.recv()
+            response_data = json.loads(response)
+        elif self.is_sse:
+            response_data = await self._send_sse_request(request)
+        else:
+            async with self._session.post(self.server_url, json=request) as response:
+                response_data = await response.json()
+        
+        if "error" in response_data:
+            raise MCPConnectionError(f"获取工具列表失败: {response_data['error']}")
+        
+        result = response_data.get("result", {})
+        return result.get("tools", [])
+    
+    async def call_tool(self, tool_name: str, arguments: Dict[str, Any]) -> Any:
+        """调用工具"""
+        request = {
+            "jsonrpc": "2.0",
+            "id": self._get_request_id(),
+            "method": "tools/call",
+            "params": {"name": tool_name, "arguments": arguments}
+        }
+        
+        if self.is_websocket:
+            await self._websocket.send(json.dumps(request))
+            response = await self._websocket.recv()
+            response_data = json.loads(response)
+        elif self.is_sse:
+            response_data = await self._send_sse_request(request)
+        else:
+            async with self._session.post(self.server_url, json=request) as response:
+                response_data = await response.json()
+        
+        if "error" in response_data:
+            error = response_data["error"]
+            raise MCPConnectionError(f"工具调用失败: {error.get('message', '未知错误')}")
+        
+        return response_data.get("result", {})
+    
+    def _get_request_id(self) -> int:
+        """生成请求 ID"""
+        self._request_id += 1
+        return self._request_id
     
     async def _handle_websocket_messages(self):
         """处理 WebSocket 消息"""
         try:
-            while self._websocket and not self._websocket.closed:
-                try:
-                    message = await self._websocket.recv()
-                    data = json.loads(message)
-                    
-                    # 处理响应
-                    if "id" in data:
-                        request_id = str(data["id"])
-                        if request_id in self._pending_requests:
-                            future = self._pending_requests.pop(request_id)
-                            if not future.done():
-                                future.set_result(data)
-                    
-                except ConnectionClosed:
-                    break
-                except Exception as e:
-                    logger.error(f"处理WebSocket消息失败: {e}")
-                    
+            async for message in self._websocket:
+                data = json.loads(message)
+                request_id = data.get("id")
+                if request_id and request_id in self._pending_requests:
+                    future = self._pending_requests.pop(request_id)
+                    if not future.done():
+                        future.set_result(data)
+        except ConnectionClosed:
+            logger.info("WebSocket 连接已关闭")
         except Exception as e:
-            logger.error(f"WebSocket消息处理异常: {e}")
-    
-    async def call_tool(self, tool_name: str, arguments: Dict[str, Any]) -> Any:
-        """调用工具"""
-        request_data = {
-            "jsonrpc": "2.0",
-            "id": self._get_request_id(),
-            "method": "tools/call",
-            "params": {
-                "name": tool_name,
-                "arguments": arguments
-            }
-        }
-        
-        if self.is_websocket:
-            response = await self._send_websocket_request(request_data)
-        else:
-            response = await self._send_http_request(request_data)
-        
-        if "error" in response:
-            error = response["error"]
-            raise MCPConnectionError(f"工具调用失败: {error.get('message', '未知错误')}")
-        
-        return response.get("result", {})
-    
-    async def list_tools(self) -> List[Dict[str, Any]]:
-        """获取工具列表"""
-        request_data = {
-            "jsonrpc": "2.0",
-            "id": self._get_request_id(),
-            "method": "tools/list",
-            "params": {}
-        }
-        
-        if self.is_websocket:
-            response = await self._send_websocket_request(request_data)
-        else:
-            response = await self._send_http_request(request_data)
-        
-        if "error" in response:
-            error = response["error"]
-            raise MCPConnectionError(f"获取工具列表失败: {error.get('message', '未知错误')}")
-        
-        result = response.get("result", {})
-        return result.get("tools", [])
-    
-    async def _send_websocket_request(self, request_data: Dict[str, Any]) -> Dict[str, Any]:
-        """发送WebSocket请求"""
-        request_id = str(request_data["id"])
-        future = asyncio.Future()
-        self._pending_requests[request_id] = future
-        
-        try:
-            await self._websocket.send(json.dumps(request_data))
-            response = await asyncio.wait_for(future, timeout=self.timeout)
-            return response
-        except asyncio.TimeoutError:
-            self._pending_requests.pop(request_id, None)
-            raise
-    
-    async def _send_http_request(self, request_data: Dict[str, Any]) -> Dict[str, Any]:
-        """发送HTTP请求"""
-        try:
-            async with self._session.post(
-                self.server_url,
-                json=request_data
-            ) as response:
-                if response.status != 200:
-                    error_text = await response.text()
-                    raise MCPConnectionError(f"HTTP请求失败 {response.status}: {error_text}")
-                
-                return await response.json()
-                
-        except aiohttp.ClientError as e:
-            raise MCPConnectionError(f"HTTP请求失败: {e}")
-    
-    def _get_request_id(self) -> str:
-        """获取请求ID"""
-        self._request_id += 1
-        return f"req_{self._request_id}_{int(time.time() * 1000)}"
\ No newline at end of file
+            logger.error(f"WebSocket 消息处理错误: {e}")