diff --git a/src/addon/aikefu/api/controller/Kefu.php b/src/addon/aikefu/api/controller/Kefu.php
index 6feecd327..4124abb65 100644
--- a/src/addon/aikefu/api/controller/Kefu.php
+++ b/src/addon/aikefu/api/controller/Kefu.php
@@ -195,14 +195,8 @@ class Kefu extends BaseApi
                 ]);
             }
 
-            // 返回成功响应
-            return $this->response($this->success([
-                'conversation_id' => $result['conversation_id'] ?? '',
-                'reply' => $result['answer'] ?? '',
-                'message_id' => $result['message_id'] ?? '',
-                'finish_reason' => $result['finish_reason'] ?? '',
-                'usage' => $result['usage'] ?? [],
-            ]));
+            // 返回成功响应，保持与Dify API一致的响应结构
+            return $this->response($this->success($result));
         } catch (\Exception $e) {
             return $this->response($this->error('请求失败：' . $e->getMessage()));
         }
@@ -234,80 +228,19 @@ class Kefu extends BaseApi
                 ['conversation_id', '=', $conversation_id],
             ], 'id, role, content, create_time', 'create_time asc', $limit, $offset);
 
-            // 返回成功响应
+            // 返回成功响应，保持与Dify API风格一致
             return $this->response($this->success([
                 'messages' => $message_list['data'] ?? [],
                 'total' => $message_list['total'] ?? 0,
-                'limit' => $limit,
-                'offset' => $offset,
+                'page_info' => [
+                    'limit' => $limit,
+                    'offset' => $offset
+                ]
             ]));
         } catch (\Exception $e) {
             return $this->response($this->error('请求失败：' . $e->getMessage()));
         }
     }
 
-    /**
-     * 创建新会话
-     * @return \think\response\Json
-     */
-    public function createConversation()
-    {
-        // 获取请求参数
-        $user_id = $this->params['user_id'] ?? $this->member_id;
 
-        try {
-            // 获取智能客服配置
-            $kefu_config_model = new KefuConfigModel();
-            $config_info = $kefu_config_model->getConfig($this->site_id)['data']['value'] ?? [];
-
-            if (empty($config_info) || $config_info['status'] != 1) {
-                return $this->response($this->error('智能客服暂未启用'));
-            }
-
-            $config = $config_info;
-            $apiKey = $config['api_key'];
-            $baseUrl = $config['base_url'];
-
-            // 构建请求数据
-            $requestData = [
-                'name' => '智能客服会话',
-                'user' => $user_id,
-            ];
-
-            // 构建请求头
-            $headers = [
-                'Authorization: Bearer ' . $apiKey,
-                'Content-Type: application/json',
-            ];
-
-            // 发送请求到Dify API
-            $url = $baseUrl . '/conversations';
-            $response = $this->curlRequest($url, 'POST', $requestData, $headers);
-
-            // 解析响应
-            $result = json_decode($response, true);
-
-            if (json_last_error() !== JSON_ERROR_NONE) {
-                return $this->response($this->error('解析响应失败'));
-            }
-
-            // 保存会话记录
-            $kefu_conversation_model = new KefuConversationModel();
-            $kefu_conversation_model->addConversation([
-                'site_id' => $this->site_id,
-                'user_id' => $user_id,
-                'conversation_id' => $result['id'] ?? '',
-                'name' => $result['name'] ?? '智能客服会话',
-            ]);
-
-            // 返回成功响应
-            return $this->response($this->success([
-                'conversation_id' => $result['id'] ?? '',
-                'name' => $result['name'] ?? '',
-                'created_at' => $result['created_at'] ?? '',
-            ]));
-        } catch (\Exception $e) {
-            return $this->response($this->error('请求失败：' . $e->getMessage()));
-        }
-    }
 }
diff --git a/src/addon/aikefu/config/event.php b/src/addon/aikefu/config/event.php
index e8c8b1d6f..d0b778ead 100644
--- a/src/addon/aikefu/config/event.php
+++ b/src/addon/aikefu/config/event.php
@@ -14,9 +14,7 @@ return [
         'KefuChat' => [
             'addon\aikefu\event\KefuChat'
         ],
-        'KefuCreateConversation' => [
-            'addon\aikefu\event\KefuCreateConversation'
-        ],
+
         'KefuGetHistory' => [
             'addon\aikefu\event\KefuGetHistory'
         ],
diff --git a/src/addon/aikefu/event/KefuCreateConversation.php b/src/addon/aikefu/event/KefuCreateConversation.php
deleted file mode 100644
index 34b9027cd..000000000
--- a/src/addon/aikefu/event/KefuCreateConversation.php
+++ /dev/null
@@ -1,40 +0,0 @@
-<?php
-
-namespace addon\aikefu\event;
-
-use addon\aikefu\api\controller\Kefu as KefuApi;
-
-/**
- * 处理智能客服创建会话事件
- */
-class KefuCreateConversation
-{
-
-    /**
-     * 处理智能客服创建会话事件
-     * @param array $data 事件数据
-     * @return array
-     */
-    public function handle($data)
-    {
-        try {
-            // 创建addon的KefuApi实例
-            $kefu_api = new KefuApi();
-            
-            // 调用初始化方法设置属性
-            $kefu_api->initializeForEvent($data);
-            
-            // 调用addon的createConversation方法
-            $response = $kefu_api->createConversation();
-            
-            // 返回响应数据
-            return json_decode($response->getContent(), true);
-        } catch (\Exception $e) {
-            return [
-                'code' => -1,
-                'message' => '创建会话失败：' . $e->getMessage(),
-                'data' => []
-            ];
-        }
-    }
-}
diff --git a/src/addon/aikefu/event/KefuGetInfo.php b/src/addon/aikefu/event/KefuGetInfo.php
index b0582b9d2..f60c80ecf 100644
--- a/src/addon/aikefu/event/KefuGetInfo.php
+++ b/src/addon/aikefu/event/KefuGetInfo.php
@@ -42,13 +42,12 @@ class KefuGetInfo
                     ]
                 ],
                 'endpoints' => [
-                    'chat' => '/api/kefu/chat',
-                    'chat_stream' => '/api/kefu/chatStream',
-                    'create_conversation' => '/api/kefu/createConversation',
-                    'get_history' => '/api/kefu/getHistory',
-                    'clear_conversation' => '/api/kefu/clearConversation',
-                    'health' => '/api/kefu/health',
-                    'info' => '/api/kefu/info'
+                    'chat' => '/api/kefu/chat',
+                'chat_stream' => '/api/kefu/chatStream',
+                'get_history' => '/api/kefu/getHistory',
+                'clear_conversation' => '/api/kefu/clearConversation',
+                'health' => '/api/kefu/health',
+                'info' => '/api/kefu/info'
                 ],
                 'client_info' => $client_info,
                 'server_info' => [
diff --git a/src/addon/aikefu/shop/controller/Kefu.php b/src/addon/aikefu/shop/controller/Kefu.php
index f81059656..aa5f2847e 100644
--- a/src/addon/aikefu/shop/controller/Kefu.php
+++ b/src/addon/aikefu/shop/controller/Kefu.php
@@ -91,12 +91,18 @@ class Kefu extends BaseShop
 
         $conversation_list = $kefu_conversation_model->getConversationList($condition, '*', 'update_time desc', $page, $limit);
 
-        // 适配layui table的返回格式
+        // 适配layui table的返回格式，同时保持与Dify API风格一致
         $result = [
             'code' => 0, // layui table要求成功状态码为0
             'msg' => '获取会话列表成功',
             'count' => $conversation_list['total'], // 总记录数
-            'data' => $conversation_list['data'] // 数据列表
+            'data' => [
+                'conversations' => $conversation_list['data'], // 会话列表
+                'page_info' => [
+                    'limit' => $limit,
+                    'offset' => ($page - 1) * $limit
+                ]
+            ] // 数据列表
         ];
 
         return json($result);
@@ -242,12 +248,18 @@ class Kefu extends BaseShop
         }
 
         $message_list = $kefu_message_model->getMessageList($condition, '*', 'create_time asc', $page, $limit);
-        // 适配layui table的返回格式
+        // 适配layui table的返回格式，同时保持与Dify API风格一致
         $result = [
             'code' => 0, // layui table要求成功状态码为0
             'msg' => '获取消息列表成功',
             'count' => $message_list['total'], // 总记录数
-            'data' => $message_list['data'] // 数据列表
+            'data' => [
+                'messages' => $message_list['data'], // 消息列表
+                'page_info' => [
+                    'limit' => $limit,
+                    'offset' => ($page - 1) * $limit
+                ]
+            ] // 数据列表
         ];
 
         return json($result);
diff --git a/src/addon/aikefu/shop/view/kefu/conversation.html b/src/addon/aikefu/shop/view/kefu/conversation.html
index 7a4453a02..23259c811 100644
--- a/src/addon/aikefu/shop/view/kefu/conversation.html
+++ b/src/addon/aikefu/shop/view/kefu/conversation.html
@@ -224,7 +224,7 @@
                             },
                             dataType: 'json',
                             success: function(res) {
-                                var messageList = res.data.list || [];
+                                var messageList = res.data.messages || [];
                                 var html = '';
                                 
                                 if (messageList.length > 0) {
diff --git a/src/addon/aikefu/shop/view/kefu/message.html b/src/addon/aikefu/shop/view/kefu/message.html
index a1c5e3621..5ccba4479 100644
--- a/src/addon/aikefu/shop/view/kefu/message.html
+++ b/src/addon/aikefu/shop/view/kefu/message.html
@@ -304,8 +304,8 @@
                 dataType: 'json',
                 success: function(res) {
                     if (res.code === 0) {
-                        var list = res.data.list;
-                        total = res.data.total;
+                        var list = res.data.messages;
+                        total = res.count;
                         
                         var html = '';
                         if (list.length > 0) {
diff --git a/src/app/api/controller/Kefu.php b/src/app/api/controller/Kefu.php
index b842490d6..aa2ab8b82 100644
--- a/src/app/api/controller/Kefu.php
+++ b/src/app/api/controller/Kefu.php
@@ -496,57 +496,6 @@ class Kefu extends BaseApi
         }
     }
 
-    /**
-     * 创建新会话
-     * @return \think\response\Json
-     */
-    public function createConversation()
-    {
-        // 获取请求参数
-        $user_id = $this->params['user_id'] ?? $this->member_id;
-
-        // (可选）获取站点ID和会员ID，可以通过事件数据传递
-        $site_id = $this->params['uniacid'] ?? $this->site_id; // 使用 uniacid, 方便以后迁移，而且uniacid 是唯一的, site_id 不是，同时被params给过滤了
-        $member_id = $this->params['member_id'] ?? $this->member_id;
-        $token = $this->params['token'] ?? $this->token;  
-
-        try {
-            // 准备事件数据
-            $event_data = [
-                'user_id' => $user_id,
-                'site_id' =>$site_id,
-                'member_id' => $member_id,
-                'token' => $token,
-            ];
-
-            // 触发创建会话事件
-            $result = event('KefuCreateConversation', $event_data);
-            
-            // 处理事件结果
-            $response = [
-                'code' => 0,
-                'message' => 'success',
-                'data' => []
-            ];
-            
-            if (is_array($result) && !empty($result)) {
-                foreach ($result as $res) {
-                    if (isset($res['code']) && $res['code'] < 0) {
-                        $response = $res;
-                        break;
-                    }
-                    if (isset($res['data'])) {
-                        $response['data'] = array_merge($response['data'], $res['data']);
-                    }
-                }
-            }
-
-            return $this->response($response);
-        } catch (\Exception $e) {
-            return $this->response($this->error('请求失败：' . $e->getMessage()));
-        }
-    }
-
     /**
      * 获取会话历史
      * @return \think\response\Json