更新DESFORM_NAME_MAX_LENGTH常量值为40

Update renderUtils.ts 修复字典渲染renderTag使用tag渲染没使用字典配置颜色的问题

README-AI.md

@@ -3,9 +3,6 @@ AIGC应用平台介绍
 
 一个全栈式 AI 开发平台，旨在帮助开发者快速构建和部署个性化的 AI 应用。
 
-> JDK说明：AI流程编排引擎暂时不支持jdk21，所以目前只能使用jdk8或者jdk17启动项目。
-
-
 JeecgBoot平台的AIGC功能模块，是一套类似`Dify`的`AIGC应用开发平台`+`知识库问答`，是一款基于LLM大语言模型AI应用平台和 RAG 的知识库问答系统。
 其直观的界面结合了 AI 流程编排、RAG 管道、知识库管理、模型管理、对接向量库、实时运行可观察等，让您可以快速从原型到生产，拥有AI服务能力。
 
@@ -109,6 +106,10 @@ JeecgBoot平台的AIGC功能模块，是一套类似`Dify`的`AIGC应用开发
 | ChatGTP       |  √   |
 | Qwq           |  √   |
 | 智库            |  √   |
+| claude        |  √   |
+| vl模型          |  √   |
+| 千帆大模型         |  √   |
+| 通义千问          |  √   |
 | Ollama本地搭建大模型 |  √   |
 | 等等。。          |  √   |
 

README-Enterprise.md

@@ -1,126 +0,0 @@
-
-JeecgBoot低代码平台(商业版介绍)
-===============
-
-
-
-项目介绍
------------------------------------
-
-<h3 align="center">企业级AI低代码平台</h3>
-
-
-JeecgBoot是一款集成AI应用的，基于BPM流程的低代码平台，旨在帮助企业快速实现低代码开发和构建个性化AI应用，支持MCP和插件，实现聊天式业务操作（如 “一句话创建用户”）！
-
-前后端分离架构Ant Design&Vue3，SpringBoot，SpringCloud Alibaba，Mybatis-plus，Shiro。强大的代码生成器让前后端代码一键生成，无需写任何代码！ 引领AI低代码开发模式: AI生成->OnlineCoding-> 代码生成-> 手工MERGE， 帮助Java项目解决80%的重复工作，让开发更多关注业务，提高效率、节省成本，同时又不失灵活性！低代码能力：Online表单、表单设计、流程设计、Online报表、大屏/仪表盘设计、报表设计; AI应用平台功能：AI知识库问答、AI模型管理、AI流程编排、AI聊天等，支持含ChatGPT、DeepSeek、Ollama等多种AI大模型
-
-JeecgBoot 提供了一系列 `低代码能力`，实现`真正的零代码`在线开发：Online表单开发、Online报表、复杂报表设计、打印设计、在线图表设计、仪表盘设计、大屏设计、移动图表能力、表单设计器、在线设计流程、流程自动化配置、插件能力（可插拔）
-
-`AI赋能低代码:` 目前提供了AI应用、AI模型管理、AI流程编排、AI对话助手，AI建表、AI写文章、AI知识库问答、AI字段建议等功能;支持各种AI大模型ChatGPT、DeepSeek、Ollama、智普、千问等.
-
-`JEECG宗旨是:` 简单功能由OnlineCoding配置实现，做到`零代码开发`；复杂功能由代码生成器生成进行手工Merge 实现`低代码开发`，既保证了`智能`又兼顾`灵活`；实现了低代码开发的同时又支持灵活编码，解决了当前低代码产品普遍不灵活的弊端！
-
-`JEECG业务流程:` 采用工作流来实现、扩展出任务接口，供开发编写业务逻辑，表单提供多种解决方案： 表单设计器、online配置表单、编码表单。同时实现了流程与表单的分离设计（松耦合）、并支持任务节点灵活配置，既保证了公司流程的保密性，又减少了开发人员的工作量。
-
-
-
-#### JeecgBoot商业版与同类产品区别
------------------------------------
-
-- 灵活性：jeecgboot基于开源技术栈，设计初考虑到可插拔性和集成灵活性，确保平台的智能性与灵活性，避免因平台过于庞大而导致的扩展困难。
-- 流程管理：支持一个表单挂接多个流程，同时一个流程可以连接多个表单，增强了流程的灵活性和复杂性管理。
-- 符合中国国情的流程：针对中国市场的特定需求，jeecgboot能够实现各种符合中国国情的业务流程。
-- 强大的表单设计器：jeecgboot的表单设计器与敲敲云共享，具备高质量和智能化的特点，能够满足零代码应用的需求，业内同类产品中不多见。
-- 报表功能：自主研发的报表工具，拥有独立知识产权，功能上比业内老牌产品如帆软更智能，操作简便。
-- BI产品整合：提供大屏、仪表盘、门户等功能，完美解决这些需求，并支持移动面板的设计与渲染。
-- 自主研发的模块：jeecgboot的所有模块均为自主研发，具有独立的知识产权。
-- 颗粒度和功能细致：在功能细致度和颗粒度上，jeecgboot远超同类产品，尤其在零代码能力方面表现突出。
-- 零代码应用管理：最新版支持与敲敲云的零代码应用管理能力的集成，使得jeecgboot既具备低代码，又具备零代码的应用能力，业内独一无二。
-- 强大的代码生成器：作为开源代码生成器的先锋，jeecgboot在代码生成的智能化和在线低代码与代码生成的结合方面，优势明显。
-- 精细化权限管理：提供行级和列级的数据权限控制，满足企业在ERP和OA领域对权限管理的严格需求。
-- 多平台支持的APP：目前采用uniapp3实现，支持小程序、H5、App及鸿蒙、鸿蒙Next、Electron桌面应用等多种终端。
-
-> 综上所述，jeecgboot不仅在功能上具备丰富性和灵活性，还在技术架构、权限管理和用户体验等方面展现出明显的优势，是一个综合性能强大的低代码平台。
-
-
-
-商业版演示
------------------------------------
-
-JeecgBoot vs 敲敲云
-> - JeecgBoot是低代码产品拥有系列低代码能力，比如流程设计、表单设计、大屏设计，代码生成器，适合半开发模式（开发+低代码结合），也可以集成零代码应用管理模块.
-> - 敲敲云是零代码产品，完全不写代码，通过配置搭建业务系统，其在jeecgboot基础上研发而成，删除了online、代码生成、OA等需要编码功能，只保留应用管理功能和聊天、日程、文件三个OA组件.
-
-
-- JeecgBoot低代码：  https://boot3.jeecg.com
-- 敲敲云零代码：https://app.qiaoqiaoyun.com
-- APP演示(多端): http://jeecg.com/appIndex
-
-
-### 流程视频介绍
-
-[![](https://jeecgos.oss-cn-beijing.aliyuncs.com/files/flow_video.png)](https://www.bilibili.com/video/BV1Nk4y1o7Qc)
-
-
-
-### 商业版功能简述
-
-> 详细的功能介绍，[请联系官方](https://jeecg.com/vip)
-
-```
-│─更多商业功能
-│  ├─流程设计器
-│  ├─简流设计器(类钉钉版)
-│  ├─门户设计（NEW）
-│  ├─表单设计器
-│  ├─大屏设计器
-│  └─我的任务
-│  └─历史流程
-│  └─历史流程
-│  └─流程实例管理
-│  └─流程监听管理
-│  └─流程表达式
-│  └─我发起的流程
-│  └─我的抄送
-│  └─流程委派、抄送、跳转
-│  └─OA办公组件
-│  └─零代码应用管理（无需编码，在线搭建应用系统）
-│  ├─积木报表企业版（含jimureport、jimubi）
-│  ├─AI流程设计器源码
-│  ├─Online全模块功能和源码
-│  ├─AI写文章（CMS）
-│  ├─AI表单字段建议（表单设计器）
-│  ├─OA办公协同组件
-│  ├─在线聊天功能
-│  ├─设计表单移动适配
-│  ├─设计表单支持外部填报
-│  ├─设计表单AI字段建议
-│  ├─设计表单视图功能(支持多种类型含日历、表格、看板、甘特图)
-│  └─。。。
-   
-```
-
-
-
-
-##### 流程设计
-![](https://oscimg.oschina.net/oscnet/up-981ce174e4fbb48c8a2ce4ccfd7372e2994.png)
-
-![](https://oscimg.oschina.net/oscnet/up-1dc0d052149ec675f3e4fad632b82b48add.png)
-
-![](https://oscimg.oschina.net/oscnet/up-de31bc2f9d9b8332c554b0954cc73d79593.png)
-
-![输入图片说明](https://static.oschina.net/uploads/img/201907/05165142_yyQ7.png "在这里输入图片标题")
-
-![输入图片说明](https://static.oschina.net/uploads/img/201904/14160917_9Ftz.png "在这里输入图片标题")
-
-![输入图片说明](https://static.oschina.net/uploads/img/201904/14160633_u59G.png "在这里输入图片标题")
-
-
-
-##### 表单设计器
-![](https://oscimg.oschina.net/oscnet/up-5f8cb657615714b02190b355e59f60c5937.png)
-
-![](https://oscimg.oschina.net/oscnet/up-d9659b2f324e33218476ec98c9b400e6508.png)
-
-![](https://oscimg.oschina.net/oscnet/up-4868615395272d3206dbb960ade02dbc291.png)

README.en-US.md

@@ -1,4 +1,4 @@
-
+[中文](./README.md) | English
 
 ![JEECG](https://jeecgos.oss-cn-beijing.aliyuncs.com/files/logov3.png "JeecgBoot低代码开发平台")
 
@@ -7,12 +7,12 @@
 JEECG BOOT AI Low Code Platform
 ===============
 
-Current version: 3.9.0 (Release date: 2025-12-01)
+Current version: 3.9.1 (Release date: 2026-01-22)
 
 
 [![AUR](https://img.shields.io/badge/license-Apache%20License%202.0-blue.svg)](https://github.com/zhangdaiscott/jeecg-boot/blob/master/LICENSE)
 [![](https://img.shields.io/badge/Author-guojusoft-orange.svg)](http://www.jeecg.com)
-[![](https://img.shields.io/badge/version-3.9.0-brightgreen.svg)](https://github.com/zhangdaiscott/jeecg-boot)
+[![](https://img.shields.io/badge/version-3.9.1-brightgreen.svg)](https://github.com/zhangdaiscott/jeecg-boot)
 [![GitHub stars](https://img.shields.io/github/stars/zhangdaiscott/jeecg-boot.svg?style=social&label=Stars)](https://github.com/zhangdaiscott/jeecg-boot)
 [![GitHub forks](https://img.shields.io/github/forks/zhangdaiscott/jeecg-boot.svg?style=social&label=Fork)](https://github.com/zhangdaiscott/jeecg-boot)
 

README.md

@@ -1,14 +1,15 @@
+中文 | [English](./README.en-US.md)
 
 JeecgBoot AI低代码平台
 ===============
 
-当前最新版本： 3.9.0（发布日期：2025-12-01） 
+当前最新版本： 3.9.1（发布日期：2026-01-22） 
 
 
 [![AUR](https://img.shields.io/badge/license-Apache%20License%202.0-blue.svg)](https://github.com/jeecgboot/JeecgBoot/blob/master/LICENSE)
 [![](https://img.shields.io/badge/Author-北京国炬软件-orange.svg)](https://jeecg.com)
 [![](https://img.shields.io/badge/blog-技术博客-orange.svg)](https://jeecg.blog.csdn.net)
-[![](https://img.shields.io/badge/version-3.9.0-brightgreen.svg)](https://github.com/jeecgboot/JeecgBoot)
+[![](https://img.shields.io/badge/version-3.9.1-brightgreen.svg)](https://github.com/jeecgboot/JeecgBoot)
 [![GitHub stars](https://img.shields.io/github/stars/zhangdaiscott/jeecg-boot.svg?style=social&label=Stars)](https://github.com/jeecgboot/JeecgBoot)
 [![GitHub forks](https://img.shields.io/github/forks/zhangdaiscott/jeecg-boot.svg?style=social&label=Fork)](https://github.com/jeecgboot/JeecgBoot)
 
@@ -232,20 +233,6 @@ JeecgBoot平台提供了一套完善的AI应用管理系统模块，是一套类
 
 
 
-
-
-开源版与企业版区别?
------------------------------------
-
- - JeecgBoot开源版采用 [Apache-2.0 license](LICENSE) 协议附加补充条款：允许商用使用，不会造成侵权行为，允许基于本平台软件开展业务系统开发（但在任何情况下，您不得使用本软件开发可能被认为与本软件竞争的软件).
- - 商业版与开源版主要区别在于商业版提供了技术支持 和 更多的企业级功能(例如：Online图表、流程监控、流程设计、流程审批、表单设计器、表单视图、积木报表企业版、OA办公、商业APP、零代码应用、Online模块源码等功能). [更多商业功能介绍，点击查看](README-Enterprise.md)
- - JeecgBoot未来发展方向是：零代码平台的建设，也就是团队的另外一款产品 [敲敲云零代码](https://www.qiaoqiaoyun.com) ，无需编码即可通过拖拽快速搭建企业级应用，与JeecgBoot低代码平台形成互补，满足从简单业务到复杂系统的全场景开发需求，目前已经开源，[欢迎下载](https://qiaoqiaoyun.com/downloadCode)
-
-
-
-
-
-
 ### Jeecg Boot 产品功能蓝图
 ![功能蓝图](https://jeecgos.oss-cn-beijing.aliyuncs.com/upload/test/Jeecg-Boot-lantu202005_1590912449914.jpg "在这里输入图片标题")
 

jeecg-boot/README.md

@@ -1,13 +1,12 @@
-
 JeecgBoot 低代码开发平台
 ===============
 
-当前最新版本： 3.9.0（发布日期：2025-12-01） 
+当前最新版本： 3.9.1（发布日期： 2026-01-22） 
 
 
 [![AUR](https://img.shields.io/badge/license-Apache%20License%202.0-blue.svg)](https://github.com/zhangdaiscott/jeecg-boot/blob/master/LICENSE)
 [![](https://img.shields.io/badge/Author-北京国炬软件-orange.svg)](http://jeecg.com/aboutusIndex)
-[![](https://img.shields.io/badge/version-3.9.0-brightgreen.svg)](https://github.com/zhangdaiscott/jeecg-boot)
+[![](https://img.shields.io/badge/version-3.9.1-brightgreen.svg)](https://github.com/zhangdaiscott/jeecg-boot)
 [![GitHub stars](https://img.shields.io/github/stars/zhangdaiscott/jeecg-boot.svg?style=social&label=Stars)](https://github.com/zhangdaiscott/jeecg-boot)
 [![GitHub forks](https://img.shields.io/github/forks/zhangdaiscott/jeecg-boot.svg?style=social&label=Fork)](https://github.com/zhangdaiscott/jeecg-boot)
 

jeecg-boot/jeecg-boot-base-core/pom.xml

@@ -4,7 +4,7 @@
 	<parent>
 		<groupId>org.jeecgframework.boot3</groupId>
 		<artifactId>jeecg-boot-parent</artifactId>
-		<version>3.9.0</version>
+		<version>3.9.1</version>
 	</parent>
 	<modelVersion>4.0.0</modelVersion>
 	<artifactId>jeecg-boot-base-core</artifactId>
@@ -305,7 +305,7 @@
 			<optional>true</optional>
 		</dependency>
 
-		<!-- mini文件存储服务 -->
+		<!-- minio文件存储服务 -->
 		<dependency>
 			<groupId>io.minio</groupId>
 			<artifactId>minio</artifactId>

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/common/api/dto/AiragFlowDTO.java

@@ -33,4 +33,10 @@ public class AiragFlowDTO implements Serializable {
      * 输入参数
      */
     private Map<String, Object> inputParams;
+
+    /**
+     * 是否流式返回
+     */
+    private boolean isStream;
+
 }

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/common/constant/TenantConstant.java

@@ -47,4 +47,8 @@ public interface TenantConstant {
      */
     String APP_ADMIN = "appAdmin";
 
+    /**
+     * 增加SignatureCheck注解POST请求的URL
+     */
+    String[] SIGNATURE_CHECK_POST_URL = { "/sys/tenant/joinTenantByHouseNumber", "/sys/tenant/invitationUser" };
 }

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/common/system/util/ResourceUtil.java

@@ -3,9 +3,7 @@ package org.jeecg.common.system.util;
 import lombok.extern.slf4j.Slf4j;
 import org.jeecg.common.system.annotation.EnumDict;
 import org.jeecg.common.system.vo.DictModel;
-import org.jeecg.common.util.SpringContextUtils;
 import org.jeecg.common.util.oConvertUtils;
-import org.springframework.beans.factory.NoSuchBeanDefinitionException;
 import org.springframework.core.io.Resource;
 import org.springframework.core.io.support.PathMatchingResourcePatternResolver;
 import org.springframework.core.io.support.ResourcePatternResolver;
@@ -13,6 +11,7 @@ import org.springframework.core.type.classreading.CachingMetadataReaderFactory;
 import org.springframework.core.type.classreading.MetadataReader;
 import org.springframework.core.type.classreading.MetadataReaderFactory;
 import org.springframework.util.ClassUtils;
+
 import java.lang.reflect.Method;
 import java.util.*;
 
@@ -183,10 +182,10 @@ public class ResourceUtil {
                 for (DictModel dm : dictItemList) {
                     String value = dm.getValue();
                     if (keySet.contains(value)) {
-                        List<DictModel> list = new ArrayList<>();
+                        // 修复bug：获取或创建该dictCode对应的list，而不是每次都创建新的list
+                        List<DictModel> list = map.computeIfAbsent(code, k -> new ArrayList<>());
                         list.add(new DictModel(value, dm.getText()));
-                        map.put(code, list);
+                        //break;
-                        break;
                     }
                 }
             }

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/common/util/CommonUtils.java

@@ -56,7 +56,9 @@ public class CommonUtils {
     public static String uploadOnlineImage(byte[] data,String basePath,String bizPath,String uploadType){
         String dbPath = null;
         String fileName = "image" + Math.round(Math.random() * 100000000000L);
-        fileName += "." + PoiPublicUtil.getFileExtendName(data);
+        //update-begin---author:wangshuai---date:2026-01-08---for:【QQYUN-14535】ai生成图片的后缀不一致的，导致不展示---
+        fileName += "." + PoiPublicUtil.getFileExtendName(data).toLowerCase();
+        //update-end---author:wangshuai---date:2026-01-08---for:【QQYUN-14535】ai生成图片的后缀不一致的，导致不展示---
         try {
             if(CommonConstant.UPLOAD_TYPE_LOCAL.equals(uploadType)){
                 File file = new File(basePath + File.separator + bizPath + File.separator );

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/common/util/RestUtil.java

@@ -46,7 +46,7 @@ public class RestUtil {
 
     public static String getBaseUrl() {
         String basepath = getDomain() + getPath();
-        log.info(" RestUtil.getBaseUrl: " + basepath);
+        log.debug(" RestUtil.getBaseUrl: " + basepath);
         return basepath;
     }
 
@@ -199,7 +199,7 @@ public class RestUtil {
      * @return ResponseEntity<responseType>
      */
     public static <T> ResponseEntity<T> request(String url, HttpMethod method, HttpHeaders headers, JSONObject variables, Object params, Class<T> responseType) {
-        log.info(" RestUtil  --- request ---  url = "+ url);
+        log.debug(" RestUtil  --- request ---  url = "+ url);
         if (StringUtils.isEmpty(url)) {
             throw new RuntimeException("url 不能为空");
         }
@@ -230,7 +230,7 @@ public class RestUtil {
             String current = headers.getFirst(HttpHeaders.CONTENT_LENGTH);
             if (current == null || !current.equals(String.valueOf(contentLength))) {
                 headers.setContentLength(contentLength);
-                log.info(" RestUtil  --- request --- 修正/设置 Content-Length = " + contentLength + (current!=null?" (原值="+current+")":""));
+                log.debug(" RestUtil  --- request --- 修正/设置 Content-Length = " + contentLength + (current!=null?" (原值="+current+")":""));
             }
         }
         // 发送请求
@@ -252,7 +252,7 @@ public class RestUtil {
      */
     public static <T> ResponseEntity<T> request(String url, HttpMethod method, HttpHeaders headers,
                                                 JSONObject variables, Object params, Class<T> responseType, int timeout) {
-        log.info(" RestUtil  --- request ---  url = "+ url + ", timeout = " + timeout);
+        log.debug(" RestUtil  --- request ---  url = "+ url + ", timeout = " + timeout);
 
         if (StringUtils.isEmpty(url)) {
             throw new RuntimeException("url 不能为空");
@@ -302,7 +302,7 @@ public class RestUtil {
             String current = headers.getFirst(HttpHeaders.CONTENT_LENGTH);
             if (current == null || !current.equals(String.valueOf(contentLength))) {
                 headers.setContentLength(contentLength);
-                log.info(" RestUtil  --- request(timeout) --- 修正/设置 Content-Length = " + contentLength + (current!=null?" (原值="+current+")":""));
+                log.debug(" RestUtil  --- request(timeout) --- 修正/设置 Content-Length = " + contentLength + (current!=null?" (原值="+current+")":""));
             }
         }
 

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/common/util/oConvertUtils.java

@@ -1232,4 +1232,25 @@ public class oConvertUtils {
                 .toArray(String[]::new);
     }
 
+    /**
+     * String转换long类型
+     *
+     * @param v
+     * @param def
+     * @return
+     */
+    public static long getLong(Object v, long def) {
+        if (v == null) {
+            return def;
+        };
+        if (v instanceof Number) {
+            return ((Number) v).longValue();
+        }
+        try {
+            return Long.parseLong(v.toString());
+        } catch (Exception e) {
+            return def;
+        }
+    }
+	
 }

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/AiRagConfigBean.java

@@ -0,0 +1,24 @@
+package org.jeecg.config;
+
+import lombok.Data;
+import org.springframework.boot.context.properties.ConfigurationProperties;
+import org.springframework.stereotype.Component;
+
+/**
+ * ai配置类，通用的配置可以放到这里面
+ *
+ * @Author: wangshuai
+ * @Date: 2025/12/17 14:00
+ */
+@Data
+@Component
+@ConfigurationProperties(prefix = AiRagConfigBean.PREFIX)
+public class AiRagConfigBean {
+    public static final String PREFIX = "jeecg.airag";
+    
+    /**
+     * 敏感节点
+     * stdio mpc命令行功能开启，sql：AI流程SQL节点开启
+     */
+    private String allowSensitiveNodes = "";
+}

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/DruidWallConfigRegister.java

@@ -12,7 +12,6 @@ import java.util.HashMap;
 import java.util.Map;
 
 /**
- * @author eightmonth@qq.com
  * 启动程序修改DruidWallConfig配置
  * 允许SELECT语句的WHERE子句是一个永真条件
  * @author eightmonth

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/Swagger3Config.java

@@ -136,7 +136,7 @@ public class Swagger3Config implements WebMvcConfigurer {
         return new OpenAPI()
                 .info(new Info()
                         .title("JeecgBoot 后台服务API接口文档")
-                        .version("3.9.0")
+                        .version("3.9.1")
                         .contact(new Contact().name("北京国炬信息技术有限公司").url("www.jeccg.com").email("jeecgos@163.com"))
                         .description("后台API接口")
                         .termsOfService("NO terms of service")

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/TaskSchedulerConfig.java

@@ -0,0 +1,32 @@
+package org.jeecg.config;
+
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.boot.autoconfigure.condition.ConditionalOnMissingBean;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.scheduling.concurrent.ThreadPoolTaskScheduler;
+
+/**
+ * 任务调度器配置
+ * 提供 ThreadPoolTaskScheduler Bean 用于 AI RAG 流程调度等功能
+ * 仅当容器中不存在 ThreadPoolTaskScheduler 时才创建
+ *
+ * @author jeecg
+ */
+@Slf4j
+@Configuration
+public class TaskSchedulerConfig {
+
+    @Bean
+    @ConditionalOnMissingBean(ThreadPoolTaskScheduler.class)
+    public ThreadPoolTaskScheduler taskScheduler() {
+        log.info("初始化定时任务调度器 ThreadPoolTaskScheduler");
+
+        ThreadPoolTaskScheduler scheduler = new ThreadPoolTaskScheduler();
+        scheduler.setPoolSize(10);
+        scheduler.setThreadNamePrefix("airag-scheduler-");
+        scheduler.setWaitForTasksToCompleteOnShutdown(true);
+        scheduler.setAwaitTerminationSeconds(60);
+        return scheduler;
+    }
+}

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/shiro/ShiroConfig.java

@@ -177,6 +177,8 @@ public class ShiroConfig {
         filterChainDefinitionMap.put("/sys/version/app3version", "anon");
         //仪表盘（按钮通信）
         filterChainDefinitionMap.put("/dragChannelSocket/**","anon");
+        //App vue3版本查询版本接口
+        filterChainDefinitionMap.put("/sys/version/app3version", "anon");
 
         //性能监控——安全隐患泄露TOEKN（durid连接池也有）
         //filterChainDefinitionMap.put("/actuator/**", "anon");
@@ -188,6 +190,8 @@ public class ShiroConfig {
         // 企业微信证书排除
         filterChainDefinitionMap.put("/WW_verify*", "anon");
 
+        filterChainDefinitionMap.put("/openapi/call/**", "anon");
+
         // 添加自己的过滤器并且取名为jwt
         Map<String, Filter> filterMap = new HashMap<String, Filter>(1);
         //如果cloudServer为空 则说明是单体 需要加载跨域配置【微服务跨域切换】
@@ -227,6 +231,11 @@ public class ShiroConfig {
         registration.addUrlPatterns("/airag/app/debug");
         registration.addUrlPatterns("/airag/app/prompt/generate");
         registration.addUrlPatterns("/airag/chat/receive/**");
+        // 添加SSE接口的异步支持
+        registration.addUrlPatterns("/airag/extData/evaluator/debug");
+        registration.addUrlPatterns("/drag/onlDragDatasetHead/generateChartSse");
+        registration.addUrlPatterns("/drag/onlDragDatasetHead/updateChartOptSse");
+        registration.addUrlPatterns("/drag/onlDragDatasetHead/generateSqlSse");
         //支持异步
         registration.setAsyncSupported(true);
         registration.setDispatcherTypes(DispatcherType.REQUEST, DispatcherType.ASYNC);

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/sign/annotation/SignatureCheck.java

@@ -0,0 +1,32 @@
+package org.jeecg.config.sign.annotation;
+
+import java.lang.annotation.ElementType;
+import java.lang.annotation.Retention;
+import java.lang.annotation.RetentionPolicy;
+import java.lang.annotation.Target;
+
+/**
+ * 签名校验注解
+ * 用于方法级别的签名验证，功能等同于yml中的jeecg.signUrls配置
+ * 参考DragSignatureAspect的设计思路，使用AOP切面实现
+ * 
+ * @author GitHub Copilot
+ * @since 2025-12-15
+ */
+@Target(ElementType.METHOD)
+@Retention(RetentionPolicy.RUNTIME)
+public @interface SignatureCheck {
+    
+    /**
+     * 是否启用签名校验
+     * @return true-启用(默认), false-禁用
+     */
+    boolean enabled() default true;
+    
+    /**
+     * 签名校验失败时的错误消息
+     * @return 错误消息
+     */
+    String errorMessage() default "Sign签名校验失败！";
+    
+}

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/sign/aspect/SignatureCheckAspect.java

@@ -0,0 +1,112 @@
+package org.jeecg.config.sign.aspect;
+
+import lombok.extern.slf4j.Slf4j;
+import org.aspectj.lang.JoinPoint;
+import org.aspectj.lang.annotation.Aspect;
+import org.aspectj.lang.annotation.Before;
+import org.aspectj.lang.annotation.Pointcut;
+import org.aspectj.lang.reflect.MethodSignature;
+import org.jeecg.config.sign.annotation.SignatureCheck;
+import org.jeecg.config.sign.interceptor.SignAuthInterceptor;
+import org.springframework.stereotype.Component;
+import org.springframework.web.context.request.RequestContextHolder;
+import org.springframework.web.context.request.ServletRequestAttributes;
+
+import jakarta.servlet.http.HttpServletRequest;
+import org.springframework.web.bind.annotation.RequestBody;
+
+import java.lang.annotation.Annotation;
+import java.lang.reflect.Method;
+import java.util.Arrays;
+
+/**
+ * 基于AOP的签名验证切面
+ * 复用SignAuthInterceptor的成熟签名验证逻辑
+ * 
+ * @author GitHub Copilot
+ * @since 2025-12-15
+ */
+@Aspect
+@Slf4j
+@Component("signatureCheckAspect")
+public class SignatureCheckAspect {
+    
+    /**
+     * 复用SignAuthInterceptor的签名验证逻辑
+     */
+    private final SignAuthInterceptor signAuthInterceptor = new SignAuthInterceptor();
+
+    /**
+     * 验签切点：拦截所有标记了@SignatureCheck注解的方法
+     */
+    @Pointcut("@annotation(org.jeecg.config.sign.annotation.SignatureCheck)")
+    private void signatureCheckPointCut() {
+    }
+
+    /**
+     * 开始验签
+     */
+    @Before("signatureCheckPointCut()")
+    public void doSignatureValidation(JoinPoint point) throws Exception {
+        // 获取方法上的注解
+        MethodSignature signature = (MethodSignature) point.getSignature();
+        Method method = signature.getMethod();
+        SignatureCheck signatureCheck = method.getAnnotation(SignatureCheck.class);
+        
+        log.info("AOP签名验证: {}.{}", method.getDeclaringClass().getSimpleName(), method.getName());
+        
+        // 如果注解被禁用，直接返回
+        if (!signatureCheck.enabled()) {
+            log.info("签名验证已禁用，跳过");
+            return;
+        }
+
+        // update-begin---author:sjlei---date:20260115 for: 查找带有@RequestBody注解的参数，解决签名校验时读取请求体为空的问题
+        Object bodyParam = null;
+        Object[] args = point.getArgs();
+        Annotation[][] parameterAnnotations = method.getParameterAnnotations();
+        for (int i = 0; i < args.length; i++) {
+            Object arg = args[i];
+            Annotation[] annotations = parameterAnnotations[i];
+            boolean hasRequestBodyAnnotation = Arrays.stream(annotations).anyMatch(annotation -> annotation.annotationType().equals(RequestBody.class));
+            if (hasRequestBodyAnnotation) {
+                // 捕获携带@RequestBody注解的参数，供签名校验使用
+                bodyParam = arg;
+            }
+        }
+        // update-end-----author:sjlei---date:20260115 for: 查找带有@RequestBody注解的参数，解决签名校验时读取请求体为空的问题
+
+        ServletRequestAttributes attributes = (ServletRequestAttributes) RequestContextHolder.getRequestAttributes();
+        if (attributes == null) {
+            log.error("无法获取请求上下文");
+            throw new IllegalArgumentException("无法获取请求上下文");
+        }
+        
+        HttpServletRequest request = attributes.getRequest();
+        log.info("X-SIGN: {}, X-TIMESTAMP: {}", request.getHeader("X-SIGN"), request.getHeader("X-TIMESTAMP"));
+        
+        try {
+            // 直接调用SignAuthInterceptor的验证逻辑
+            signAuthInterceptor.validateSignature(request, bodyParam);
+            log.info("AOP签名验证通过");
+            
+        } catch (IllegalArgumentException e) {
+            // 使用注解中配置的错误消息，或者保留原始错误消息
+            String errorMessage = signatureCheck.errorMessage();
+            log.error("AOP签名验证失败: {}", e.getMessage());
+            
+            if ("Sign签名校验失败！".equals(errorMessage)) {
+                // 如果是默认错误消息，使用原始的详细错误信息
+                throw e;
+            } else {
+                // 如果是自定义错误消息，使用自定义消息
+                throw new IllegalArgumentException(errorMessage, e);
+            }
+        } catch (Exception e) {
+            // 包装其他异常
+            String errorMessage = signatureCheck.errorMessage();
+            log.error("AOP签名验证异常: {}", e.getMessage());
+            throw new IllegalArgumentException(errorMessage, e);
+        }
+    }
+}

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/sign/interceptor/SignAuthConfiguration.java

@@ -1,6 +1,7 @@
 package org.jeecg.config.sign.interceptor;
 
 import org.apache.commons.lang3.StringUtils;
+import org.jeecg.common.constant.TenantConstant;
 import org.jeecg.common.util.PathMatcherUtil;
 import org.jeecg.config.JeecgBaseConfig;
 import org.jeecg.config.filter.RequestBodyReserveFilter;
@@ -64,6 +65,8 @@ public class SignAuthConfiguration implements WebMvcConfigurer {
         //------------------------------------------------------------
         // 建议此处只添加post请求地址而不是所有的都需要走过滤器
         registration.addUrlPatterns(signUrlsArray);
+        // 增加注解签名请求
+        registration.addUrlPatterns(TenantConstant.SIGNATURE_CHECK_POST_URL);
         return registration;
     }
 

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/sign/interceptor/SignAuthInterceptor.java

@@ -33,23 +33,56 @@ public class SignAuthInterceptor implements HandlerInterceptor {
 
     @Override
     public boolean preHandle(HttpServletRequest request, HttpServletResponse response, Object handler) throws Exception {
-        log.debug("Sign Interceptor request URI = " + request.getRequestURI());
+        log.info("签名拦截器 Interceptor request URI = " + request.getRequestURI());
+        
+        try {
+            // 调用验证逻辑
+            validateSignature(request);
+            return true;
+        } catch (IllegalArgumentException e) {
+            // 验证失败，返回错误响应
+            log.error("Sign 签名校验失败！{}", e.getMessage());
+            response.setCharacterEncoding("UTF-8");
+            response.setContentType("application/json; charset=utf-8");
+            PrintWriter out = response.getWriter();
+            Result<?> result = Result.error(e.getMessage());
+            out.print(JSON.toJSON(result));
+            return false;
+        }
+    }
+
+    /**
+     * 签名验证核心逻辑
+     * 提取出来供AOP切面复用
+     * @param request HTTP请求
+     * @throws IllegalArgumentException 验证失败时抛出异常
+     */
+    public void validateSignature(HttpServletRequest request) throws IllegalArgumentException {
+        validateSignature(request, null);
+    }
+
+    /**
+     * 签名验证核心逻辑
+     * 提取出来供AOP切面复用
+     * @param request HTTP请求
+     * @throws IllegalArgumentException 验证失败时抛出异常
+     */
+    public void validateSignature(HttpServletRequest request, Object bodyParam) throws IllegalArgumentException {
+        try {
+            log.debug("开始签名验证: {} {}", request.getMethod(), request.getRequestURI());
+            
             HttpServletRequest requestWrapper = new BodyReaderHttpServletRequestWrapper(request);
             //获取全部参数(包括URL和body上的)
-        SortedMap<String, String> allParams = HttpUtils.getAllParams(requestWrapper);
+            SortedMap<String, String> allParams = HttpUtils.getAllParams(requestWrapper, bodyParam);
+            log.debug("提取参数: {}", allParams);
+            
             //对参数进行签名验证
             String headerSign = request.getHeader(CommonConstant.X_SIGN);
             String xTimestamp = request.getHeader(CommonConstant.X_TIMESTAMP);
             
             if(oConvertUtils.isEmpty(xTimestamp)){
-            Result<?> result = Result.error("Sign签名校验失败，时间戳为空！");
+                log.error("Sign签名校验失败，时间戳为空！");
-            log.error("Sign 签名校验失败！Header xTimestamp 为空");
+                throw new IllegalArgumentException("Sign签名校验失败，请求参数不完整！");
-            //校验失败返回前端
-            response.setCharacterEncoding("UTF-8");
-            response.setContentType("application/json; charset=utf-8");
-            PrintWriter out = response.getWriter();
-            out.print(JSON.toJSON(result));
-            return false;
             }
 
             //客户端时间
@@ -60,15 +93,24 @@ public class SignAuthInterceptor implements HandlerInterceptor {
             //1.校验签名时间（兼容X_TIMESTAMP的新老格式）
             if (xTimestamp.length() == length) {
                 //a. X_TIMESTAMP格式是 yyyyMMddHHmmss (例子：20220308152143)
-            if ((DateUtils.getCurrentTimestamp() - clientTimestamp) > MAX_EXPIRE) {
+                long currentTimestamp = DateUtils.getCurrentTimestamp();
-                log.error("签名验证失败:X-TIMESTAMP已过期，注意系统时间和服务器时间是否有误差！");
+                long timeDiff = currentTimestamp - clientTimestamp;
-                throw new IllegalArgumentException("签名验证失败:X-TIMESTAMP已过期");
+                log.debug("时间戳验证(yyyyMMddHHmmss): 时间差{}秒", timeDiff);
+                
+                if (timeDiff > MAX_EXPIRE) {
+                    log.error("时间戳已过期: {}秒 > {}秒", timeDiff, MAX_EXPIRE);
+                    throw new IllegalArgumentException("签名验证失败，请求时效性验证失败！");
                 }
             } else {
                 //b. X_TIMESTAMP格式是 时间戳 (例子：1646552406000)
-            if ((System.currentTimeMillis() - clientTimestamp) > (MAX_EXPIRE * length1000)) {
+                long currentTime = System.currentTimeMillis();
-                log.error("签名验证失败:X-TIMESTAMP已过期，注意系统时间和服务器时间是否有误差！");
+                long timeDiff = currentTime - clientTimestamp;
-                throw new IllegalArgumentException("签名验证失败:X-TIMESTAMP已过期");
+                long maxExpireMs = MAX_EXPIRE * length1000;
+                log.debug("时间戳验证(Unix): 时间差{}ms", timeDiff);
+                
+                if (timeDiff > maxExpireMs) {
+                    log.error("时间戳已过期: {}ms > {}ms", timeDiff, maxExpireMs);
+                    throw new IllegalArgumentException("签名验证失败，请求时效性验证失败！");
                 }
             }
 
@@ -76,19 +118,18 @@ public class SignAuthInterceptor implements HandlerInterceptor {
             boolean isSigned = SignUtil.verifySign(allParams,headerSign);
 
             if (isSigned) {
-            log.debug("Sign 签名通过！Header Sign : {}",headerSign);
+                log.debug("签名验证通过");
-            return true;
             } else {
-            log.debug("sign allParams: {}", allParams);
+                log.error("签名验证失败, 参数: {}", allParams);
-            log.error("request URI = " + request.getRequestURI());
+                throw new IllegalArgumentException("Sign签名校验失败！");
-            log.error("Sign 签名校验失败！Header Sign : {}",headerSign);
+            }
-            //校验失败返回前端
+        } catch (IllegalArgumentException e) {
-            response.setCharacterEncoding("UTF-8");
+            // 重新抛出签名验证异常
-            response.setContentType("application/json; charset=utf-8");
+            throw e;
-            PrintWriter out = response.getWriter();
+        } catch (Exception e) {
-            Result<?> result = Result.error("Sign签名校验失败！");
+            // 包装其他异常（如IOException）
-            out.print(JSON.toJSON(result));
+            log.error("签名验证异常: {}", e.getMessage());
-            return false;
+            throw new IllegalArgumentException("Sign签名校验失败：" + e.getMessage());
         }
     }
 

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/sign/util/HttpUtils.java

@@ -35,7 +35,7 @@ public class HttpUtils {
      * @date 20210621
      * @param request
      */
-    public static SortedMap<String, String> getAllParams(HttpServletRequest request) throws IOException {
+    public static SortedMap<String, String> getAllParams(HttpServletRequest request, Object bodyParam) throws IOException {
 
         SortedMap<String, String> result = new TreeMap<>();
         // 获取URL上最后带逗号的参数变量 sys/dict/getDictItems/sys_user,realname,username
@@ -65,8 +65,14 @@ public class HttpUtils {
         Map<String, String> allRequestParam = new HashMap<>(16);
         // get请求不需要拿body参数
         if (!HttpMethod.GET.name().equals(request.getMethod())) {
+            if (bodyParam != null) {
+                // update-begin---author:sjlei---date:20260115 for: 解决签名校验时读取请求体为空的问题
+                allRequestParam = JSONObject.parseObject(JSONObject.toJSONString(bodyParam), Map.class);
+                // update-end-----author:sjlei---date:20260115 for: 解决签名校验时读取请求体为空的问题
+            } else {
                 allRequestParam = getAllRequestParam(request);
             }
+        }
         // 将URL的参数和body参数进行合并
         if (allRequestParam != null) {
             for (Map.Entry entry : allRequestParam.entrySet()) {

jeecg-boot/jeecg-boot-base-core/src/main/java/org/jeecg/config/sign/util/SignUtil.java

@@ -11,7 +11,12 @@ import org.springframework.util.DigestUtils;
 import org.springframework.util.StringUtils;
 
 import java.io.UnsupportedEncodingException;
+import java.net.URLDecoder;
+import java.nio.charset.StandardCharsets;
+import java.util.HashMap;
+import java.util.Map;
 import java.util.SortedMap;
+import java.util.TreeMap;
 
 /**
  * 签名工具类
@@ -49,12 +54,7 @@ public class SignUtil {
         String paramsJsonStr = JSONObject.toJSONString(params);
         log.debug("Param paramsJsonStr : {}", paramsJsonStr);
         //设置签名秘钥
-        JeecgBaseConfig jeecgBaseConfig = SpringContextUtils.getBean(JeecgBaseConfig.class);
+        String signatureSecret = SignUtil.getSignatureSecret();
-        String signatureSecret = jeecgBaseConfig.getSignatureSecret();
-        String curlyBracket = SymbolConstant.DOLLAR + SymbolConstant.LEFT_CURLY_BRACKET;
-        if(oConvertUtils.isEmpty(signatureSecret) || signatureSecret.contains(curlyBracket)){
-            throw new JeecgBootException("签名密钥 ${jeecg.signatureSecret} 缺少配置 ！！");
-        }
         try {
             //【issues/I484RW】2.4.6部署后，下拉搜索框提示“sign签名检验失败”
             return DigestUtils.md5DigestAsHex((paramsJsonStr + signatureSecret).getBytes("UTF-8")).toUpperCase();
@@ -63,4 +63,129 @@ public class SignUtil {
             return null;
         }
     }
+
+    /**
+     * 通过前端签名算法生成签名
+     *
+     * @param url               请求的完整URL（包含查询参数）
+     * @param requestParams     使用 @RequestParam 获取的参数集合
+     * @param requestBodyParams 使用 @RequestBody 获取的参数集合
+     * @return 计算得到的签名（大写MD5），若参数不足返回 null
+     */
+    public static String generateRequestSign(String url, Map<String, Object> requestParams, Map<String, Object> requestBodyParams) {
+        if (oConvertUtils.isEmpty(url)) {
+            return null;
+        }
+        // 解析URL上的查询参数与路径变量
+        Map<String, String> urlParams = parseQueryString(url);
+        // 合并URL参数与@RequestParam参数，确保数值和布尔类型转换为字符串
+        Map<String, String> mergedParams = mergeObject(urlParams, requestParams);
+        // 按需合并@RequestBody参数
+        if (requestBodyParams != null && !requestBodyParams.isEmpty()) {
+            mergedParams = mergeObject(mergedParams, requestBodyParams);
+        }
+        // 按键名升序排序，保持与前端一致的签名顺序
+        SortedMap<String, String> sortedParams = new TreeMap<>(mergedParams);
+        // 去除时间戳字段，避免参与签名
+        sortedParams.remove("_t");
+        // 序列化为JSON字符串
+        String paramsJsonStr = JSONObject.toJSONString(sortedParams);
+        // 读取签名秘钥
+        String signatureSecret = getSignatureSecret();
+        // 计算MD5摘要并转大写
+        return DigestUtils.md5DigestAsHex((paramsJsonStr + signatureSecret).getBytes(StandardCharsets.UTF_8)).toUpperCase();
+    }
+
+    /**
+     * 解析URL中的查询参数，并处理末尾逗号分隔的路径变量片段。
+     *
+     * @param url 请求的完整URL
+     * @return 解析后的参数映射，数值与布尔类型均转换为字符串
+     */
+    private static Map<String, String> parseQueryString(String url) {
+        Map<String, String> result = new HashMap<>(16);
+        int fragmentIndex = url.indexOf('#');
+        if (fragmentIndex >= 0) {
+            url = url.substring(0, fragmentIndex);
+        }
+        int questionIndex = url.indexOf('?');
+        String paramString = null;
+        if (questionIndex >= 0 && questionIndex < url.length() - 1) {
+            paramString = url.substring(questionIndex + 1);
+        }
+        // 处理路径变量末尾以逗号分隔的段，例如 /sys/dict/getDictItems/sys_user,realname,username
+        int lastSlashIndex = url.lastIndexOf(SymbolConstant.SINGLE_SLASH);
+        if (lastSlashIndex >= 0 && lastSlashIndex < url.length() - 1) {
+            String lastPathVariable = url.substring(lastSlashIndex + 1);
+            int qIndexInPath = lastPathVariable.indexOf('?');
+            if (qIndexInPath >= 0) {
+                lastPathVariable = lastPathVariable.substring(0, qIndexInPath);
+            }
+            if (lastPathVariable.contains(SymbolConstant.COMMA)) {
+                String decodedPathVariable = URLDecoder.decode(lastPathVariable, StandardCharsets.UTF_8);
+                result.put(X_PATH_VARIABLE, decodedPathVariable);
+            }
+        }
+        if (oConvertUtils.isNotEmpty(paramString)) {
+            String[] pairs = paramString.split(SymbolConstant.AND);
+            for (String pair : pairs) {
+                int equalIndex = pair.indexOf('=');
+                if (equalIndex > 0 && equalIndex < pair.length() - 1) {
+                    String key = pair.substring(0, equalIndex);
+                    String value = pair.substring(equalIndex + 1);
+                    // 解码并统一类型为字符串
+                    String decodedKey = URLDecoder.decode(key, StandardCharsets.UTF_8);
+                    String decodedValue = URLDecoder.decode(value, StandardCharsets.UTF_8);
+                    result.put(decodedKey, decodedValue);
+                }
+            }
+        }
+        return result;
+    }
+
+    /**
+     * 合并两个参数映射，并保证数值与布尔类型统一转为字符串。
+     *
+     * @param target 初始参数映射
+     * @param source 待合并的参数映射
+     * @return 合并后的新映射
+     */
+    private static Map<String, String> mergeObject(Map<String, String> target, Map<String, Object> source) {
+        Map<String, String> merged = new HashMap<>(16);
+        if (target != null && !target.isEmpty()) {
+            merged.putAll(target);
+        }
+        if (source != null && !source.isEmpty()) {
+            for (Map.Entry<String, Object> entry : source.entrySet()) {
+                String key = entry.getKey();
+                Object value = entry.getValue();
+                if (value instanceof Number) {
+                    // 数值类型转字符串，保持前后端一致
+                    merged.put(key, String.valueOf(value));
+                } else if (value instanceof Boolean) {
+                    // 布尔类型转字符串，保持前后端一致
+                    merged.put(key, String.valueOf(value));
+                } else if (value != null) {
+                    merged.put(key, String.valueOf(value));
+                }
+            }
+        }
+        return merged;
+    }
+
+    /**
+     * 读取并校验签名秘钥配置。
+     *
+     * @return 有效的签名秘钥
+     */
+    private static String getSignatureSecret() {
+        JeecgBaseConfig jeecgBaseConfig = SpringContextUtils.getBean(JeecgBaseConfig.class);
+        String signatureSecret = jeecgBaseConfig.getSignatureSecret();
+        String curlyBracket = SymbolConstant.DOLLAR + SymbolConstant.LEFT_CURLY_BRACKET;
+        if (oConvertUtils.isEmpty(signatureSecret) || signatureSecret.contains(curlyBracket)) {
+            throw new JeecgBootException("签名密钥 ${jeecg.signatureSecret} 缺少配置 ！！");
+        }
+        return signatureSecret;
+    }
+
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/doc/RAG/main.py

@@ -0,0 +1,429 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+MCP Stdio 工具 - 修复编码问题
+确保所有输出都使用UTF-8编码
+"""
+
+import json
+import sys
+import os
+from typing import Dict, Any
+import logging
+
+# 强制使用UTF-8编码
+if sys.platform == "win32":
+    # Windows需要特殊处理
+    import io
+
+    sys.stdin = io.TextIOWrapper(sys.stdin.buffer, encoding='utf-8')
+    sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding='utf-8')
+    sys.stderr = io.TextIOWrapper(sys.stderr.buffer, encoding='utf-8')
+else:
+    # Unix-like系统
+    sys.stdin.reconfigure(encoding='utf-8')
+    sys.stdout.reconfigure(encoding='utf-8')
+    sys.stderr.reconfigure(encoding='utf-8')
+
+# 设置环境变量
+os.environ['PYTHONIOENCODING'] = 'utf-8'
+os.environ['PYTHONUTF8'] = '1'
+
+# 配置日志
+logging.basicConfig(
+    level=logging.INFO,
+    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
+    encoding='utf-8'
+)
+logger = logging.getLogger("mcp-tool")
+
+
+class FixedMCPServer:
+    """修复编码问题的MCP服务器"""
+
+    def __init__(self):
+        self.tools = {}
+        self.initialize_tools()
+
+    def initialize_tools(self):
+        """初始化工具集"""
+
+        # 获取时间
+        self.tools["get_time"] = {
+            "name": "get_time",
+            "description": "获取当前时间",
+            "inputSchema": {
+                "type": "object",
+                "properties": {
+                    "format": {
+                        "type": "string",
+                        "description": "时间格式",
+                        "enum": ["iso", "timestamp", "human", "chinese"],
+                        "default": "iso"
+                    }
+                }
+            }
+        }
+
+        # 文本处理工具
+        self.tools["text_process"] = {
+            "name": "text_process",
+            "description": "文本处理工具",
+            "inputSchema": {
+                "type": "object",
+                "properties": {
+                    "text": {
+                        "type": "string",
+                        "description": "输入文本"
+                    },
+                    "operation": {
+                        "type": "string",
+                        "description": "操作类型",
+                        "enum": ["length", "upper", "lower", "reverse", "count_words"],
+                        "default": "length"
+                    }
+                },
+                "required": ["text"]
+            }
+        }
+
+        # 数据格式工具
+        self.tools["format_data"] = {
+            "name": "format_data",
+            "description": "格式化数据",
+            "inputSchema": {
+                "type": "object",
+                "properties": {
+                    "data": {
+                        "type": "string",
+                        "description": "原始数据"
+                    },
+                    "format": {
+                        "type": "string",
+                        "description": "格式类型",
+                        "enum": ["json", "yaml", "xml"],
+                        "default": "json"
+                    }
+                },
+                "required": ["data"]
+            }
+        }
+
+    def handle_request(self, request: Dict[str, Any]) -> Dict[str, Any]:
+        """处理请求"""
+        try:
+            method = request.get("method")
+            params = request.get("params", {})
+
+            if method == "tools/list":
+                return self.handle_tools_list()
+            elif method == "tools/call":
+                return self.handle_tool_call(params)
+            elif method == "ping":
+                return {"result": "pong"}
+            else:
+                return self.create_error_response(
+                    code=-32601,
+                    message="Method not found"
+                )
+
+        except Exception as e:
+            logger.error(f"Error handling request: {e}")
+            return self.create_error_response(
+                code=-32603,
+                message=f"Internal error: {str(e)}"
+            )
+
+    def handle_tools_list(self) -> Dict[str, Any]:
+        """列出所有工具 - 确保返回标准JSON"""
+        return {
+            "result": {
+                "tools": list(self.tools.values())
+            }
+        }
+
+    def handle_tool_call(self, params: Dict[str, Any]) -> Dict[str, Any]:
+        """调用工具 - 修复响应格式"""
+        name = params.get("name")
+        arguments = params.get("arguments", {})
+
+        if name not in self.tools:
+            return self.create_error_response(
+                code=-32602,
+                message=f"Tool '{name}' not found"
+            )
+
+        try:
+            if  name == "get_time":
+                result = self.execute_get_time(arguments)
+            elif name == "text_process":
+                result = self.execute_text_process(arguments)
+            elif name == "format_data":
+                result = self.execute_format_data(arguments)
+            else:
+                return self.create_error_response(
+                    code=-32602,
+                    message="Tool not implemented"
+                )
+
+            # 确保返回正确的MCP响应格式
+            return self.create_success_response(result)
+
+        except Exception as e:
+            logger.error(f"Tool execution error: {e}")
+            return self.create_error_response(
+                code=-32603,
+                message=f"Tool execution failed: {str(e)}"
+            )
+
+    def execute_get_time(self, args: Dict[str, Any]) -> Dict[str, Any]:
+        """获取时间 - 支持中文"""
+        from datetime import datetime
+
+        try:
+            format_type = args.get("format", "iso")
+            now = datetime.now()
+
+            if format_type == "iso":
+                result = now.isoformat()
+            elif format_type == "timestamp":
+                result = now.timestamp()
+            elif format_type == "human":
+                result = now.strftime("%Y-%m-%d %H:%M:%S")
+            elif format_type == "chinese":
+                result = now.strftime("%Y年%m月%d日 %H时%M分%S秒")
+            else:
+                result = now.isoformat()
+            logger.info(f"当前系统时间：{result}")
+            return {
+                "status": "success",
+                "format": format_type,
+                "time": result,
+                "timestamp": now.timestamp(),
+                "date": now.strftime("%Y-%m-%d"),
+                "time_12h": now.strftime("%I:%M:%S %p")
+            }
+
+        except Exception as e:
+            return {
+                "status": "error",
+                "error": str(e)
+            }
+
+    def execute_text_process(self, args: Dict[str, Any]) -> Dict[str, Any]:
+        """文本处理"""
+        try:
+            text = args.get("text", "")
+            operation = args.get("operation", "length")
+
+            if operation == "length":
+                result = len(text)
+                result_str = f"文本长度: {result} 个字符"
+            elif operation == "upper":
+                result = text.upper()
+                result_str = f"大写: {result}"
+            elif operation == "lower":
+                result = text.lower()
+                result_str = f"小写: {result}"
+            elif operation == "reverse":
+                result = text[::-1]
+                result_str = f"反转: {result}"
+            elif operation == "count_words":
+                words = len(text.split())
+                result = words
+                result_str = f"单词数: {words}"
+            else:
+                raise ValueError(f"未知操作: {operation}")
+
+            return {
+                "status": "success",
+                "operation": operation,
+                "original_text": text,
+                "result": result,
+                "result_str": result_str,
+                "text_length": len(text)
+            }
+
+        except Exception as e:
+            return {
+                "status": "error",
+                "error": str(e),
+                "operation": args.get("operation", "")
+            }
+
+    def execute_format_data(self, args: Dict[str, Any]) -> Dict[str, Any]:
+        """格式化数据"""
+        try:
+            data_str = args.get("data", "")
+            format_type = args.get("format", "json")
+
+            # 尝试解析为JSON
+            try:
+                data = json.loads(data_str)
+                is_json = True
+            except:
+                data = data_str
+                is_json = False
+
+            if format_type == "json":
+                if is_json:
+                    result = json.dumps(data, ensure_ascii=False, indent=2)
+                else:
+                    # 如果不是JSON，包装成JSON
+                    result = json.dumps({"text": data}, ensure_ascii=False, indent=2)
+            elif format_type == "yaml":
+                import yaml
+                result = yaml.dump(data, allow_unicode=True, default_flow_style=False)
+            elif format_type == "xml":
+                # 简单的XML格式化
+                if isinstance(data, dict):
+                    result = "<data>"
+                    for k, v in data.items():
+                        result += f"\n  <{k}>{v}</{k}>"
+                    result += "\n</data>"
+                else:
+                    result = f"<text>{data}</text>"
+            else:
+                result = str(data)
+
+            return {
+                "status": "success",
+                "format": format_type,
+                "original": data_str,
+                "formatted": result,
+                "length": len(result)
+            }
+
+        except Exception as e:
+            return {
+                "status": "error",
+                "error": str(e),
+                "format": args.get("format", "")
+            }
+
+    def create_success_response(self, data: Dict[str, Any]) -> Dict[str, Any]:
+        """创建成功响应 - 确保符合MCP规范"""
+        # 将数据转换为JSON字符串作为文本内容
+        content_text = json.dumps(data, ensure_ascii=False, indent=2)
+
+        return {
+            "result": {
+                "content": [
+                    {
+                        "type": "text",
+                        "text": content_text
+                    }
+                ],
+                "isError": False
+            }
+        }
+
+    def create_error_response(self, code: int, message: str) -> Dict[str, Any]:
+        """创建错误响应"""
+        return {
+            "error": {
+                "code": code,
+                "message": message
+            }
+        }
+
+
+def safe_json_dump(data: Dict[str, Any]) -> str:
+    """安全的JSON序列化，确保UTF-8编码"""
+    try:
+        return json.dumps(data, ensure_ascii=False, separators=(',', ':'))
+    except:
+        # 如果失败，使用ASCII转义
+        return json.dumps(data, ensure_ascii=True, separators=(',', ':'))
+
+
+def main():
+    """主函数 - 修复Stdio通信"""
+    logger.info("启动MCP Stdio服务器 (修复编码版)...")
+
+    server = FixedMCPServer()
+
+    # 初始握手消息
+    init_message = {
+        "jsonrpc": "2.0",
+        "id": 1,
+        "result": {
+            "protocolVersion": "2024-11-05",
+            "capabilities": {
+                "tools": {}
+            },
+            "serverInfo": {
+                "name": "fixed-mcp-server",
+                "version": "1.0.0"
+            }
+        }
+    }
+
+    # 发送初始化响应
+    try:
+        sys.stdout.write(safe_json_dump(init_message) + "\n")
+        sys.stdout.flush()
+    except Exception as e:
+        logger.error(f"发送初始化消息失败: {e}")
+        return
+
+    logger.info("MCP服务器已初始化")
+
+    # 主循环
+    line_num = 0
+    while True:
+        try:
+            line = sys.stdin.readline()
+            if not line:
+                logger.info("输入流结束")
+                break
+
+            line = line.strip()
+            line_num += 1
+
+            if not line:
+                continue
+
+            logger.info(f"收到第 {line_num} 行: {line[:100]}...")
+
+            try:
+                request = json.loads(line)
+                logger.info(f"解析请求: {request.get('method', 'unknown')}")
+
+                # 处理请求
+                response = server.handle_request(request)
+                response["jsonrpc"] = "2.0"
+                response["id"] = request.get("id")
+
+                # 发送响应
+                response_json = safe_json_dump(response)
+                sys.stdout.write(response_json + "\n")
+                sys.stdout.flush()
+
+                logger.info(f"发送响应: {response.get('result', response.get('error', {}))}")
+
+            except json.JSONDecodeError as e:
+                logger.error(f"JSON解析错误: {e}")
+                error_response = {
+                    "jsonrpc": "2.0",
+                    "error": {
+                        "code": -32700,
+                        "message": f"Parse error at line {line_num}"
+                    },
+                    "id": None
+                }
+                sys.stdout.write(safe_json_dump(error_response) + "\n")
+                sys.stdout.flush()
+
+        except KeyboardInterrupt:
+            logger.info("接收到中断信号")
+            break
+        except Exception as e:
+            logger.error(f"未处理的错误: {e}")
+            break
+
+    logger.info("MCP服务器已停止")
+
+
+if __name__ == "__main__":
+    main()

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/pom.xml

@@ -6,7 +6,7 @@
     <parent>
         <groupId>org.jeecgframework.boot3</groupId>
         <artifactId>jeecg-boot-module</artifactId>
-        <version>3.9.0</version>
+        <version>3.9.1</version>
     </parent>
 
     <artifactId>jeecg-boot-module-airag</artifactId>
@@ -33,7 +33,7 @@
     <properties>
         <kotlin.version>2.2.0</kotlin.version>
         <liteflow.version>2.15.0</liteflow.version>
-        <apache-tika.version>2.9.1</apache-tika.version>
+        <apache-tika.version>3.2.3</apache-tika.version>
     </properties>
 
     <dependencyManagement>
@@ -41,14 +41,14 @@
             <dependency>
                 <groupId>dev.langchain4j</groupId>
                 <artifactId>langchain4j-bom</artifactId>
-                <version>1.3.0</version>
+                <version>1.9.1</version>
                 <type>pom</type>
                 <scope>import</scope>
             </dependency>
             <dependency>
                 <groupId>dev.langchain4j</groupId>
                 <artifactId>langchain4j-community-bom</artifactId>
-                <version>1.3.0-beta9</version>
+                <version>1.9.1-beta17</version>
                 <type>pom</type>
                 <scope>import</scope>
             </dependency>
@@ -75,7 +75,7 @@
         <dependency>
             <groupId>org.jeecgframework.boot3</groupId>
             <artifactId>jeecg-aiflow</artifactId>
-            <version>3.9.0</version>
+            <version>3.9.1-beta</version>
             <exclusions>
                 <exclusion>
                     <groupId>commons-io</groupId>
@@ -107,16 +107,16 @@
         </dependency>
         <dependency>
             <groupId>com.yomahub</groupId>
-            <artifactId>liteflow-script-python</artifactId>
+            <artifactId>liteflow-script-groovy</artifactId>
             <version>${liteflow.version}</version>
-            <scope>provided</scope>
+            <scope>runtime</scope>
         </dependency>
         <!-- end 注意：这几个依赖体积较大，每个约50MB。若发布时需要使用，请将 <scope>provided</scope> 删除 -->
 
         <!-- aiflow 脚本依赖 -->
         <dependency>
             <groupId>com.yomahub</groupId>
-            <artifactId>liteflow-script-groovy</artifactId>
+            <artifactId>liteflow-script-python</artifactId>
             <version>${liteflow.version}</version>
             <scope>runtime</scope>
         </dependency>
@@ -151,6 +151,11 @@
             <groupId>dev.langchain4j</groupId>
             <artifactId>langchain4j-open-ai</artifactId>
         </dependency>
+        <!-- langChain4j mcp support -->
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-mcp</artifactId>
+        </dependency>
         <dependency>
             <groupId>dev.langchain4j</groupId>
             <artifactId>langchain4j-ollama</artifactId>
@@ -197,7 +202,11 @@
             <artifactId>langchain4j-pgvector</artifactId>
             <version>1.3.0-beta9</version>
         </dependency>
-        <!-- langChain4j Document Parser -->
+        <!-- langChain4j Document Parser 适用于excel、ppt、word -->
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-document-parser-apache-poi</artifactId>
+        </dependency>
         <dependency>
             <groupId>org.apache.tika</groupId>
             <artifactId>tika-core</artifactId>
@@ -224,7 +233,12 @@
             <artifactId>tika-parser-text-module</artifactId>
             <version>${apache-tika.version}</version>
         </dependency>
-
+        <!-- word模版引擎 -->
+        <dependency>
+            <groupId>com.deepoove</groupId>
+            <artifactId>poi-tl</artifactId>
+            <version>1.12.2</version>
+        </dependency>
     </dependencies>
 
 </project>

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/consts/AiAppConsts.java

@@ -44,4 +44,19 @@ public class AiAppConsts {
      */
     public static final String APP_METADATA_FLOW_INPUTS = "flowInputs";
 
+    /**
+     * 是否开启记忆
+     */
+    public static final Integer IZ_OPEN_MEMORY = 1;
+
+    /**
+     * 会话标题最大长度
+     */
+    public static final int CONVERSATION_MAX_TITLE_LENGTH = 10;
+
+
+    /**
+     * AI写作的应用id
+     */
+    public static final String WRITER_APP_ID = "2010634128233779202";
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/consts/Prompts.java

@@ -104,4 +104,68 @@ public class Prompts {
             "    - 反幻觉校验：\"所有数据需标注来源，不确定信息用[需核实]标记\"\n" +
             "    - 风格校准器：\"对比[目标风格]与生成内容的余弦相似度，低于0.7时启动重写\"\n" +
             "    - 伦理审查模块：\"自动过滤涉及隐私/偏见/违法内容，替换为[合规表达]\"";
+
+    /**
+     * 提示词生成角色及通用要求
+     */
+    public static final String GENERATE_GUIDE_HEADER = "# 角色\n" +
+            "你是一位AI提示词专家，请根据提供的配置信息，生成针对AI智能体的“使用指南”提示词。\n" +
+            "\n" +
+            "## 通用要求\n" +
+            "1. 生成的内容将作为系统提示词的一部分。\n" +
+            "2. **严禁**包含任何角色设定开场白（如“你是一个...AI助手”、“在对话过程中...”等）。\n" +
+            "3. **只输出提示词内容**，不要包含任何解释、寒暄或Markdown代码块标记。\n" +
+            "4. 语气专业、清晰、指令性强。\n" +
+            "5. 说明内容请使用中文。\n\n";
+
+    /**
+     * 变量生成提示词
+     */
+    public static final String GENERATE_VAR_PART = "## 任务：生成变量使用指南\n" +
+            "### 输入信息\n" +
+            "**变量列表**：\n" +
+            "%s\n" +
+            "### 要求\n" +
+            "1. 请生成一段**变量使用指南**。\n" +
+            "2. **遍历生成**：请遍历【输入信息】中的所有变量，为**每一个**变量生成一条具体的使用指南。\n" +
+            "3. **格式要求**：请仿照以下句式，根据变量的实际含义生成（确保包含{{变量名}}）：\n" +
+            "     例如：针对name变量 -> “回复问题时，请称呼你的用户为{{name}}。”\n" +
+            "     例如：针对age变量 -> “用户的年龄是{{age}}，请在对话中适时使用。”\n" +
+            "     例如：针对其他变量 -> “用户的[变量描述]是{{[变量名]}}，请在对话中适时使用。”\n" +
+            "4. **通用更新指令**：请在变量指南的最后，单独生成一条指令，明确指示AI：“当从用户对话中获取到上述变量（<列出所有变量名，用顿号分隔>）的**新信息**时，**必须立即调用** `update_variable` 工具进行存储。**注意**：调用前请检查上下文，如果已调用过该工具或变量值未改变，**严禁**重复调用。”\n" +
+            "5. **保留原文**：如果输入信息中包含具体的行为指令（如“回复问题时，请称呼你的用户为{{name}}”），请在生成的指南中**直接引用原文**，不要进行改写或格式化，以免改变用户的原意。\n\n";
+
+    /**
+     * 记忆库生成提示词
+     */
+    public static final String GENERATE_MEMORY_PART = "## 任务：生成记忆库使用指南\n" +
+            "### 输入信息\n" +
+            "**记忆库描述**：\n" +
+            "%s\n" +
+            "### 要求\n" +
+            "1. 请生成一段**记忆库使用指南**，加入【工具使用强制协议】：\n" +
+            "   - **全自动存储（无需用户指令）**：你必须时刻像一个观察者一样分析对话。一旦检测到符合记忆库描述的信息（尤其是：**姓名、职业、年龄**、联系方式、偏好、经历等），**立即**调用 `add_memory` 工具存储。**绝对不要**询问用户是否需要存储，也不要等待用户明确指令。这是你的后台职责。\n" +
+            "   - **全自动检索（强制优先）**：\n" +
+            "     * **禁止直接反问**：当用户提出依赖个人信息的问题（如“推荐适合我的...”或“我之前说过...”）时，**绝对禁止**直接反问用户“你的爱好是什么？”。\n" +
+            "     * **必须先查后答**：你必须**先假设**记忆库中已经有了答案，并**立即调用** `query_memory` 进行验证。只有当工具返回“未找到相关信息”后，你才有资格询问用户。\n" +
+            "     * **宁可查空，不可不查**：即使你觉得可能没有记录，也必须先走一遍查询流程。\n" +
+            "   - **动态调整**：请根据【输入信息】中提供的**记忆库状态描述**，明确界定哪些信息属于“自动捕获”的范围。\n" +
+            "   - **行为准则**：\n" +
+            "     * 你的记忆动作应该是**主动且无感**的。用户只负责聊天，你负责记住一切重要细节。\n" +
+            "     * **禁止口头空谈**：严禁只回复“我知道了”、“已记住”而实际不调用工具。这是严重错误。\n" +
+            "   - **示例演示**：\n" +
+            "     * 自动存储（职业）：用户说“我是网络工程师” -> (捕捉到职业信息) -> **立即自动调用** `add_memory(content='用户职业是网络工程师')` -> (存储成功) -> 回复“原来是同行，网络工程很有趣...”。\n" +
+            "     * 自动查询（场景）：用户说“根据我的爱好推荐旅游地点” -> **严禁**直接问“你有什么爱好？” -> **必须立即调用** `query_memory(queryText='用户爱好')` -> (若查到：爬山) -> 回复“既然你喜欢爬山，推荐去黄山...”。\n" +
+            "     * 自动查询（常规）：用户问“今天吃什么好？” -> (需要了解口味) -> **立即自动调用** `query_memory(queryText='用户饮食偏好')` -> (获取到不吃香菜) -> 回复“推荐一家不放香菜的...”。\n\n";
+
+    /**
+     * ai写作提示词
+     */
+    public static final String AI_WRITER_PROMPT ="请撰写一篇关于 [{}] 的文章。文章的内容格式：{}，语气：{}，语言：{}，长度：{}。";
+
+    /**
+     * ai写作回复提示词
+     */
+    public static final String AI_REPLY_PROMPT = "请针对如下内容：[{}] 做个回复。回复内容参考：[{}], 回复格式：{}，语气：{}，语言：{}，长度：{}。";
+
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/controller/AiragAppController.java

@@ -22,7 +22,6 @@ import org.springframework.web.bind.annotation.*;
 import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
 
 import jakarta.servlet.http.HttpServletRequest;
-import java.util.Arrays;
 
 /**
  * @Description: AI应用
@@ -179,4 +178,16 @@ public class AiragAppController extends JeecgController<AiragApp, IAiragAppServi
         return (SseEmitter) airagAppService.generatePrompt(prompt,false);
     }
 
+    /**
+     * 根据应用ID生成变量和记忆提示词 (SSE)
+     * for: 【QQYUN-14479】提示词单独拆分
+     * @param variables
+     * @return
+     */
+    @PostMapping(value = "/prompt/generateMemoryByAppId")
+    public SseEmitter generatePromptByAppIdSse(@RequestParam(name = "variables") String variables,
+                                               @RequestParam(name = "memoryId") String memoryId) {
+        return (SseEmitter) airagAppService.generateMemoryByAppId(variables, memoryId,false);
+    }
+
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/controller/AiragChatController.java

@@ -8,6 +8,7 @@ import org.jeecg.common.constant.CommonConstant;
 import org.jeecg.common.util.CommonUtils;
 import org.jeecg.config.shiro.IgnoreAuth;
 import org.jeecg.modules.airag.app.service.IAiragChatService;
+import org.jeecg.modules.airag.app.vo.AiWriteGenerateVo;
 import org.jeecg.modules.airag.app.vo.ChatConversation;
 import org.jeecg.modules.airag.app.vo.ChatSendParams;
 import org.springframework.beans.factory.annotation.Autowired;
@@ -102,6 +103,19 @@ public class AiragChatController {
         return chatService.getConversations(appId);
     }
 
+    /**
+     * 根据类型获取所有对话
+     *
+     * @return 返回一个Result对象，包含所有对话的信息
+     * @author wangshuai
+     * @date 2025/12/11 11:42
+     */
+    @IgnoreAuth
+    @GetMapping(value = "/getConversationsByType")
+    public Result<?> getConversationsByType(@RequestParam(value = "sessionType") String sessionType) {
+        return chatService.getConversationsByType(sessionType);
+    }
+
     /**
      * 删除会话
      *
@@ -113,7 +127,22 @@ public class AiragChatController {
     @IgnoreAuth
     @DeleteMapping(value = "/conversation/{id}")
     public Result<?> deleteConversation(@PathVariable("id") String id) {
-        return chatService.deleteConversation(id);
+        return chatService.deleteConversation(id,"");
+    }
+
+    /**
+     * 删除会话
+     *
+     * @param id
+     * @return
+     * @author wangshuai
+     * @date 2025/12/11 20:00
+     */
+    @IgnoreAuth
+    @DeleteMapping(value = "/conversation/{id}/{sessionType}")
+    public Result<?> deleteConversationByType(@PathVariable("id") String id,
+                                        @PathVariable("sessionType") String sessionType) {
+        return chatService.deleteConversation(id,sessionType);
     }
 
     /**
@@ -139,8 +168,9 @@ public class AiragChatController {
      */
     @IgnoreAuth
     @GetMapping(value = "/messages")
-    public Result<?> getMessages(@RequestParam(value = "conversationId", required = true) String conversationId) {
+    public Result<?> getMessages(@RequestParam(value = "conversationId", required = true) String conversationId,
-        return chatService.getMessages(conversationId);
+                                 @RequestParam(value = "sessionType", required = false) String sessionType) {
+        return chatService.getMessages(conversationId, sessionType);
     }
 
     /**
@@ -153,7 +183,21 @@ public class AiragChatController {
     @IgnoreAuth
     @GetMapping(value = "/messages/clear/{conversationId}")
     public Result<?> clearMessage(@PathVariable(value = "conversationId") String conversationId) {
-        return chatService.clearMessage(conversationId);
+        return chatService.clearMessage(conversationId, "");
+    }    
+    
+    /**
+     * 清空消息
+     *
+     * @return
+     * @author wangshuai
+     * @date 2025/12/11 19:06
+     */
+    @IgnoreAuth
+    @GetMapping(value = "/messages/clear/{conversationId}/{sessionType}")
+    public Result<?> clearMessageByType(@PathVariable(value = "conversationId") String conversationId,
+                                        @PathVariable(value = "sessionType") String sessionType) {
+        return chatService.clearMessage(conversationId, sessionType);
     }
 
     /**
@@ -217,4 +261,25 @@ public class AiragChatController {
         return result;
     }
 
+    /**
+     * ai海报生成
+     * @return
+     */
+    @PostMapping("/genAiPoster")
+    public Result<String> genAiPoster(@RequestBody ChatSendParams chatSendParams){
+        String imageUrl = chatService.genAiPoster(chatSendParams);
+        return Result.OK(imageUrl);
+    }
+
+
+    /**
+     * 生成ai写作
+     * 
+     * @param aiWriteGenerateVo
+     * @return
+     */
+    @PostMapping("/genAiWriter")
+    public SseEmitter genAiWriter(@RequestBody AiWriteGenerateVo aiWriteGenerateVo){
+        return chatService.genAiWriter(aiWriteGenerateVo);
+    }
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/entity/AiragApp.java

@@ -173,6 +173,29 @@ public class AiragApp implements Serializable {
     @Schema(description = "插件")
     private java.lang.String plugins;
 
+    /**
+     * 是否开启记忆(0 不开启，1开启)
+     */
+    @Schema(description = "是否开启记忆(0 不开启，1开启)")
+    private java.lang.Integer izOpenMemory;
+    /**
+     * 记忆库，知识库的id
+     */
+    @Schema(description = "记忆库")
+    private java.lang.String memoryId;
+
+    /**
+     * 变量
+     */
+    @Schema(description = "变量")
+    private java.lang.String variables;
+
+    /**
+     * 记忆和变量提示词
+     */
+    @Schema(description = "记忆和变量提示词")
+    private java.lang.String memoryPrompt;
+    
     /**
      * 知识库ids
      */

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/service/IAiragAppService.java

@@ -1,7 +1,6 @@
 package org.jeecg.modules.airag.app.service;
 
 import com.baomidou.mybatisplus.extension.service.IService;
-import org.jeecg.common.api.vo.Result;
 import org.jeecg.modules.airag.app.entity.AiragApp;
 
 /**
@@ -21,4 +20,14 @@ public interface IAiragAppService extends IService<AiragApp> {
      * @date 2025/3/12 14:45
      */
     Object generatePrompt(String prompt,boolean blocking);
+
+    /**
+     * 根据应用id生成提示词
+     *
+     * @param variables
+     * @param memoryId
+     * @param blocking
+     * @return
+     */
+    Object generateMemoryByAppId(String variables, String memoryId, boolean blocking);
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/service/IAiragChatService.java

@@ -1,6 +1,7 @@
 package org.jeecg.modules.airag.app.service;
 
 import org.jeecg.common.api.vo.Result;
+import org.jeecg.modules.airag.app.vo.AiWriteGenerateVo;
 import org.jeecg.modules.airag.app.vo.AppDebugParams;
 import org.jeecg.modules.airag.app.vo.ChatConversation;
 import org.jeecg.modules.airag.app.vo.ChatSendParams;
@@ -59,21 +60,23 @@ public interface IAiragChatService {
      * 获取对话聊天记录
      *
      * @param conversationId
+     * @param sessionType 类型
      * @return
      * @author chenrui
      * @date 2025/2/26 15:16
      */
-    Result<?> getMessages(String conversationId);
+    Result<?> getMessages(String conversationId, String sessionType);
 
     /**
      * 删除会话
      *
      * @param conversationId
+     * @param sessionType
      * @return
      * @author chenrui
      * @date 2025/3/3 16:55
      */
-    Result<?> deleteConversation(String conversationId);
+    Result<?> deleteConversation(String conversationId, String sessionType);
 
     /**
      * 更新会话标题
@@ -87,11 +90,12 @@ public interface IAiragChatService {
     /**
      * 清空消息
      * @param conversationId
+     * @param sessionType
      * @return
      * @author chenrui
      * @date 2025/3/3 19:49
      */
-    Result<?> clearMessage(String conversationId);
+    Result<?> clearMessage(String conversationId, String sessionType);
 
     /**
      * 初始化聊天(忽略租户)
@@ -111,4 +115,27 @@ public interface IAiragChatService {
      * @date 2025/8/11 17:39
      */
     SseEmitter receiveByRequestId(String requestId);
+
+    /**
+     * 根据类型获取会话列表
+     * 
+     * @param sessionType
+     * @return
+     */
+    Result<?> getConversationsByType(String sessionType);
+
+    /**
+     * 生成海报图片
+     * @param chatSendParams
+     * @return
+     */
+    String genAiPoster(ChatSendParams chatSendParams);
+
+    /**
+     * 生成ai创作
+     *
+     * @param chatSendParams
+     * @return
+     */
+    SseEmitter genAiWriter(AiWriteGenerateVo chatSendParams);
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/service/IAiragVariableService.java

@@ -0,0 +1,44 @@
+package org.jeecg.modules.airag.app.service;
+
+import org.jeecg.modules.airag.app.entity.AiragApp;
+import org.jeecg.modules.airag.common.handler.AIChatParams;
+
+public interface IAiragVariableService {
+    /**
+     * 更新变量值
+     *
+     * @param userId
+     * @param appId
+     * @param name
+     * @param value
+     */
+    void updateVariable(String userId, String appId, String name, String value);
+
+    /**
+     * 追加提示词
+     *
+     * @param username
+     * @param app
+     * @return
+     */
+    String additionalPrompt(String username, AiragApp app);
+
+    /**
+     * 初始化变量（仅不存在时设置）
+     *
+     * @param userId
+     * @param appId
+     * @param name
+     * @param defaultValue
+     */
+    void initVariable(String userId, String appId, String name, String defaultValue);
+
+    /**
+     * 添加变量更新工具
+     *
+     * @param params
+     * @param aiApp
+     * @param username
+     */
+    void addUpdateVariableTool(AiragApp aiApp, String username, AIChatParams params);
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/service/impl/AiragAppServiceImpl.java

@@ -1,5 +1,6 @@
 package org.jeecg.modules.airag.app.service.impl;
 
+import com.alibaba.fastjson.JSONArray;
 import com.alibaba.fastjson.JSONObject;
 import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
 import dev.langchain4j.data.message.AiMessage;
@@ -10,12 +11,15 @@ import dev.langchain4j.model.output.FinishReason;
 import dev.langchain4j.service.TokenStream;
 import lombok.extern.slf4j.Slf4j;
 import org.jeecg.common.api.vo.Result;
+import org.jeecg.common.exception.JeecgBootBizTipException;
 import org.jeecg.common.util.AssertUtils;
 import org.jeecg.common.util.UUIDGenerator;
+import org.jeecg.common.util.oConvertUtils;
 import org.jeecg.modules.airag.app.consts.Prompts;
 import org.jeecg.modules.airag.app.entity.AiragApp;
 import org.jeecg.modules.airag.app.mapper.AiragAppMapper;
 import org.jeecg.modules.airag.app.service.IAiragAppService;
+import org.jeecg.modules.airag.app.vo.AppVariableVo;
 import org.jeecg.modules.airag.common.consts.AiragConsts;
 import org.jeecg.modules.airag.common.handler.AIChatParams;
 import org.jeecg.modules.airag.common.handler.IAIChatHandler;
@@ -23,6 +27,8 @@ import org.jeecg.modules.airag.common.utils.AiragLocalCache;
 import org.jeecg.modules.airag.common.vo.event.EventData;
 import org.jeecg.modules.airag.common.vo.event.EventFlowData;
 import org.jeecg.modules.airag.common.vo.event.EventMessageData;
+import org.jeecg.modules.airag.llm.entity.AiragKnowledge;
+import org.jeecg.modules.airag.llm.service.IAiragKnowledgeService;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
 import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
@@ -31,6 +37,7 @@ import java.io.IOException;
 import java.util.Arrays;
 import java.util.List;
 import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.regex.Pattern;
 
 /**
  * @Description: AI应用
@@ -45,6 +52,9 @@ public class AiragAppServiceImpl extends ServiceImpl<AiragAppMapper, AiragApp> i
     @Autowired
     IAIChatHandler aiChatHandler;
 
+    @Autowired
+    private IAiragKnowledgeService airagKnowledgeService;
+
     @Override
     public Object generatePrompt(String prompt, boolean blocking) {
         AssertUtils.assertNotEmpty("请输入提示词", prompt);
@@ -62,6 +72,92 @@ public class AiragAppServiceImpl extends ServiceImpl<AiragAppMapper, AiragApp> i
             }
             return Result.OK("success", promptValue);
         }else{
+            //update-begin---author:wangshuai---date:2026-01-08---for: 将流式输出单独抽出去，变量和记忆也需要---
+            return startSseChat(messages, params);
+            //update-end---author:wangshuai---date:2026-01-08---for: 将流式输出单独抽出去，变量和记忆也需要---
+        }
+    }
+
+    //update-begin---author:wangshuai---date:2026-01-05---for:【QQYUN-14479】增加一个开启记忆的按钮。下面为提示词和记忆，将记忆提示词单独拆分---
+    @Override
+    public Object generateMemoryByAppId(String variables, String memoryId, boolean blocking) {
+        if(oConvertUtils.isEmpty(variables) && oConvertUtils.isEmpty(memoryId)){
+            throw new JeecgBootBizTipException("请先添加变量或者记忆后再次重试！");
+        }
+        // 构建变量描述
+        StringBuilder variablesDesc = new StringBuilder();
+        if (oConvertUtils.isNotEmpty(variables)) {
+            List<AppVariableVo> variableList = JSONArray.parseArray(variables, AppVariableVo.class);
+            if (variableList != null && !variableList.isEmpty()) {
+                for (AppVariableVo var : variableList) {
+                    if (var.getEnable() != null && !var.getEnable()) {
+                        continue;
+                    }
+                    String name = var.getName();
+                    if (oConvertUtils.isNotEmpty(var.getAction())) {
+                        String action = var.getAction();
+                        if (oConvertUtils.isNotEmpty(name)) {
+                            try {
+                                // 使用正则替换未被{{}}包裹的变量名
+                                String regex = "(?<!\\{\\{)\\b" + Pattern.quote(name) + "\\b(?!\\}\\})";
+                                action = action.replaceAll(regex, "{{" + name + "}}");
+                            } catch (Exception e) {
+                                log.warn("变量名替换异常: name={}", name, e);
+                            }
+                        }
+                        variablesDesc.append(action).append("\n");
+                    } else {
+                        variablesDesc.append("- {{").append(name).append("}}");
+                        if (oConvertUtils.isNotEmpty(var.getDescription())) {
+                            variablesDesc.append(": ").append(var.getDescription());
+                        }
+                        variablesDesc.append("\n");
+                    }
+                }
+            }
+        }
+        
+        // 构建Prompt
+        StringBuilder promptBuilder = new StringBuilder(Prompts.GENERATE_GUIDE_HEADER);
+        if (!variablesDesc.isEmpty()) {
+            promptBuilder.append(String.format(Prompts.GENERATE_VAR_PART, variablesDesc.toString()));
+        }
+
+        // 构建记忆状态描述
+        if (oConvertUtils.isNotEmpty(memoryId)) {
+            String memoryDescr = "";
+            AiragKnowledge memory = airagKnowledgeService.getById(memoryId);
+            if (memory != null && oConvertUtils.isNotEmpty(memory.getDescr())) {
+                memoryDescr += "记忆库描述：" + memory.getDescr();
+            }
+            promptBuilder.append(String.format(Prompts.GENERATE_MEMORY_PART, memoryDescr));
+        }
+
+        String prompt = promptBuilder.toString();
+
+        List<ChatMessage> messages = List.of(new UserMessage(prompt));
+
+        AIChatParams params = new AIChatParams();
+        params.setTemperature(0.7);
+
+        if(blocking){
+            String promptValue = aiChatHandler.completionsByDefaultModel(messages, params);
+            if (promptValue == null || promptValue.isEmpty()) {
+                return Result.error("生成失败");
+            }
+            return Result.OK("success", promptValue);
+        }else{
+            return startSseChat(messages, params);
+        }
+    }
+
+    /**
+     * 发送聊天
+     * @param messages
+     * @param params
+     * @return
+     */
+    private SseEmitter startSseChat(List<ChatMessage> messages, AIChatParams params) {
         SseEmitter emitter = new SseEmitter(-0L);
         // 异步运行(流式)
         TokenStream tokenStream = aiChatHandler.chatByDefaultModel(messages, params);
@@ -136,7 +232,7 @@ public class AiragAppServiceImpl extends ServiceImpl<AiragAppMapper, AiragApp> i
                 .start();
         return emitter;
     }
-    }
+    //update-end---author:wangshuai---date:2026-01-05---for:【QQYUN-14479】增加一个开启记忆的按钮。下面为提示词和记忆，将记忆提示词单独拆分---
 
     private static void closeSSE(SseEmitter emitter, EventData eventData) {
         try {

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/service/impl/AiragChatServiceImpl.java

@@ -1,24 +1,36 @@
 package org.jeecg.modules.airag.app.service.impl;
 
+import cn.hutool.core.util.StrUtil;
 import com.alibaba.fastjson.JSONArray;
 import com.alibaba.fastjson.JSONObject;
 import dev.langchain4j.agent.tool.ToolExecutionRequest;
+import dev.langchain4j.agent.tool.ToolSpecification;
+import dev.langchain4j.data.document.Document;
 import dev.langchain4j.data.image.Image;
 import dev.langchain4j.data.message.*;
 import dev.langchain4j.model.output.FinishReason;
 import dev.langchain4j.service.TokenStream;
+import dev.langchain4j.service.tool.ToolExecutor;
 import jakarta.servlet.http.HttpServletRequest;
 import lombok.extern.slf4j.Slf4j;
+import org.apache.commons.io.FilenameUtils;
+import org.apache.tika.parser.AutoDetectParser;
 import org.jeecg.common.api.vo.Result;
+import org.jeecg.common.constant.SymbolConstant;
 import org.jeecg.common.exception.JeecgBootBizTipException;
 import org.jeecg.common.exception.JeecgBootException;
 import org.jeecg.common.system.api.ISysBaseAPI;
 import org.jeecg.common.system.util.JwtUtil;
 import org.jeecg.common.util.*;
+import org.jeecg.config.JeecgBaseConfig;
+import org.jeecg.config.vo.Path;
 import org.jeecg.modules.airag.app.consts.AiAppConsts;
+import org.jeecg.modules.airag.app.consts.Prompts;
 import org.jeecg.modules.airag.app.entity.AiragApp;
 import org.jeecg.modules.airag.app.mapper.AiragAppMapper;
 import org.jeecg.modules.airag.app.service.IAiragChatService;
+import org.jeecg.modules.airag.app.service.IAiragVariableService;
+import org.jeecg.modules.airag.app.vo.AiWriteGenerateVo;
 import org.jeecg.modules.airag.app.vo.AppDebugParams;
 import org.jeecg.modules.airag.app.vo.ChatConversation;
 import org.jeecg.modules.airag.app.vo.ChatSendParams;
@@ -35,18 +47,26 @@ import org.jeecg.modules.airag.flow.consts.FlowConsts;
 import org.jeecg.modules.airag.flow.entity.AiragFlow;
 import org.jeecg.modules.airag.flow.service.IAiragFlowService;
 import org.jeecg.modules.airag.flow.vo.api.FlowRunParams;
+import org.jeecg.modules.airag.llm.consts.LLMConsts;
+import org.jeecg.modules.airag.llm.document.TikaDocumentParser;
 import org.jeecg.modules.airag.llm.entity.AiragModel;
 import org.jeecg.modules.airag.llm.handler.AIChatHandler;
 import org.jeecg.modules.airag.llm.handler.JeecgToolsProvider;
 import org.jeecg.modules.airag.llm.mapper.AiragModelMapper;
+import org.jeecg.modules.airag.llm.service.IAiragFlowPluginService;
+import org.jeecg.modules.airag.llm.service.IAiragKnowledgeService;
 import org.jetbrains.annotations.NotNull;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.data.redis.core.BoundValueOperations;
 import org.springframework.data.redis.core.RedisTemplate;
 import org.springframework.stereotype.Service;
+import org.springframework.util.CollectionUtils;
 import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
 
+import java.io.ByteArrayOutputStream;
+import java.io.File;
 import java.io.IOException;
+import java.io.InputStream;
 import java.util.*;
 import java.util.concurrent.*;
 import java.util.concurrent.atomic.AtomicBoolean;
@@ -86,6 +106,18 @@ public class AiragChatServiceImpl implements IAiragChatService {
     @Autowired
     AiragModelMapper airagModelMapper;
     
+    @Autowired
+    IAiragFlowPluginService airagFlowPluginService;
+    
+    @Autowired
+    IAiragKnowledgeService airagKnowledgeService;
+    
+    @Autowired
+    IAiragVariableService airagVariableService;
+    
+    @Autowired
+    JeecgBaseConfig jeecgBaseConfig;
+
     /**
      * 重新接收消息
      */
@@ -105,10 +137,13 @@ public class AiragChatServiceImpl implements IAiragChatService {
         if (oConvertUtils.isNotEmpty(chatSendParams.getAppId())) {
             app = airagAppMapper.getByIdIgnoreTenant(chatSendParams.getAppId());
         }
-        ChatConversation chatConversation = getOrCreateChatConversation(app, conversationId);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        ChatConversation chatConversation = getOrCreateChatConversation(app, conversationId, chatSendParams.getSessionType());
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         // 更新标题
         if (oConvertUtils.isEmpty(chatConversation.getTitle())) {
-            chatConversation.setTitle(userMessage.length() > 5 ? userMessage.substring(0, 5) : userMessage);
+            int maxLength = AiAppConsts.CONVERSATION_MAX_TITLE_LENGTH;
+            chatConversation.setTitle(userMessage.length() > maxLength ? userMessage.substring(0, maxLength) : userMessage);
         }
         //update-begin---author:chenrui ---date:20251106  for：[issues/8545]新建AI应用的时候只能选择没有自定义参数的AI流程------------
         // 保存工作流入参配置（如果有）
@@ -116,6 +151,12 @@ public class AiragChatServiceImpl implements IAiragChatService {
             chatConversation.setFlowInputs(chatSendParams.getFlowInputs());
         }
         //update-end---author:chenrui ---date:20251106  for：[issues/8545]新建AI应用的时候只能选择没有自定义参数的AI流程------------
+        //是否保存会话
+        if(null != chatSendParams.getIzSaveSession()){
+            chatConversation.setIzSaveSession(chatSendParams.getIzSaveSession());
+        }
+        // 保存变量
+        saveVariables(app);
         // 发送消息
         return doChat(chatConversation, topicId, chatSendParams);
     }
@@ -130,7 +171,9 @@ public class AiragChatServiceImpl implements IAiragChatService {
         String topicId = oConvertUtils.getString(appDebugParams.getTopicId(), UUIDGenerator.generate());
         AiragApp app = appDebugParams.getApp();
         app.setId("__DEBUG_APP");
-        ChatConversation chatConversation = getOrCreateChatConversation(app, topicId);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        ChatConversation chatConversation = getOrCreateChatConversation(app, topicId, "");
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         //update-begin---author:chenrui ---date:20251106  for：[issues/8545]新建AI应用的时候只能选择没有自定义参数的AI流程------------
         // 保存工作流入参配置（如果有）
         if (oConvertUtils.isObjectNotEmpty(appDebugParams.getFlowInputs())) {
@@ -140,7 +183,9 @@ public class AiragChatServiceImpl implements IAiragChatService {
         // 发送消息
         SseEmitter emitter = doChat(chatConversation, topicId, appDebugParams);
         //保存会话
-        saveChatConversation(chatConversation, true, null);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        saveChatConversation(chatConversation, true, null, "");
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         return emitter;
     }
 
@@ -247,9 +292,11 @@ public class AiragChatServiceImpl implements IAiragChatService {
     }
 
     @Override
-    public Result<?> getMessages(String conversationId) {
+    public Result<?> getMessages(String conversationId, String sessionType) {
         AssertUtils.assertNotEmpty("请先选择会话", conversationId);
-        String key = getConversationCacheKey(conversationId, null);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        String key = getConversationCacheKey(conversationId, null, sessionType);
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         if (oConvertUtils.isEmpty(key)) {
             return Result.ok(Collections.emptyList());
         }
@@ -273,6 +320,7 @@ public class AiragChatServiceImpl implements IAiragChatService {
                                 .role(msg.getRole())
                                 .content(msg.getContent())
                                 .images(msg.getImages())
+                                .files(msg.getFiles())
                                 .datetime(msg.getDatetime())
                                 .build();
                         // 不设置toolExecutionRequests和toolExecutionResult
@@ -282,21 +330,30 @@ public class AiragChatServiceImpl implements IAiragChatService {
         }
         result.put("messages", messages);
         result.put("flowInputs", chatConversation.getFlowInputs());
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        if(oConvertUtils.isNotEmpty(sessionType)){
+            result.put("appData", chatConversation.getApp());
+        }
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         return Result.ok(result);
         //update-end---author:chenrui ---date:20251106  for：[issues/8545]新建AI应用的时候只能选择没有自定义参数的AI流程------------
     }
 
     @Override
-    public Result<?> clearMessage(String conversationId) {
+    public Result<?> clearMessage(String conversationId, String sessionType) {
         AssertUtils.assertNotEmpty("请先选择会话", conversationId);
-        String key = getConversationCacheKey(conversationId, null);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        String key = getConversationCacheKey(conversationId, null,sessionType);
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         if (oConvertUtils.isEmpty(key)) {
             return Result.ok(Collections.emptyList());
         }
         ChatConversation chatConversation = (ChatConversation) redisTemplate.boundValueOps(key).get();
         if (null != chatConversation && oConvertUtils.isObjectNotEmpty(chatConversation.getMessages())) {
             chatConversation.getMessages().clear();
-            saveChatConversation(chatConversation);
+            //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+            saveChatConversation(chatConversation,sessionType);
+            //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         }
         return Result.ok();
     }
@@ -443,9 +500,11 @@ public class AiragChatServiceImpl implements IAiragChatService {
     }
 
     @Override
-    public Result<?> deleteConversation(String conversationId) {
+    public Result<?> deleteConversation(String conversationId, String sessionType) {
         AssertUtils.assertNotEmpty("请选择要删除的会话", conversationId);
-        String key = getConversationCacheKey(conversationId, null);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        String key = getConversationCacheKey(conversationId, null, sessionType);
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         if (oConvertUtils.isNotEmpty(key)) {
             Boolean delete = redisTemplate.delete(key);
             if (delete) {
@@ -463,14 +522,18 @@ public class AiragChatServiceImpl implements IAiragChatService {
         AssertUtils.assertNotEmpty("请先选择会话", updateTitleParams);
         AssertUtils.assertNotEmpty("请先选择会话", updateTitleParams.getId());
         AssertUtils.assertNotEmpty("请输入会话标题", updateTitleParams.getTitle());
-        String key = getConversationCacheKey(updateTitleParams.getId(), null);
+        String key = getConversationCacheKey(updateTitleParams.getId(), null, updateTitleParams.getSessionType());
         if (oConvertUtils.isEmpty(key)) {
             log.warn("[ai-chat]删除会话:未找到会话:{}", updateTitleParams.getId());
             return Result.ok();
         }
         ChatConversation chatConversation = (ChatConversation) redisTemplate.boundValueOps(key).get();
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        if (chatConversation != null) {
             chatConversation.setTitle(updateTitleParams.getTitle());
-        saveChatConversation(chatConversation);
+        }
+        saveChatConversation(chatConversation,updateTitleParams.getSessionType());
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         return Result.ok();
     }
 
@@ -479,15 +542,21 @@ public class AiragChatServiceImpl implements IAiragChatService {
      *
      * @param conversationId
      * @param httpRequest
+     * @param sessionType 会话类型
      * @return
      * @author chenrui
      * @date 2025/2/25 19:27
      */
-    private String getConversationCacheKey(String conversationId, HttpServletRequest httpRequest) {
+    private String getConversationCacheKey(String conversationId, HttpServletRequest httpRequest, String sessionType) {
         if (oConvertUtils.isEmpty(conversationId)) {
             return null;
         }
         String key = getConversationDirCacheKey(httpRequest);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        if(oConvertUtils.isNotEmpty(sessionType)){
+            key = key + ":" + sessionType;
+        }
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         key = key + ":" + conversationId;
         return key;
     }
@@ -522,18 +591,21 @@ public class AiragChatServiceImpl implements IAiragChatService {
      *
      * @param app
      * @param conversationId
+     * @param sessionType
      * @return
      * @author chenrui
      * @date 2025/2/25 19:19
      */
     @NotNull
-    private ChatConversation getOrCreateChatConversation(AiragApp app, String conversationId) {
+    private ChatConversation getOrCreateChatConversation(AiragApp app, String conversationId, String sessionType) {
         if (oConvertUtils.isObjectEmpty(app)) {
             app = new AiragApp();
             app.setId(AiAppConsts.DEFAULT_APP_ID);
         }
         ChatConversation chatConversation = null;
-        String key = getConversationCacheKey(conversationId, null);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        String key = getConversationCacheKey(conversationId, null,sessionType);
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         if (oConvertUtils.isNotEmpty(key)) {
             chatConversation = (ChatConversation) redisTemplate.boundValueOps(key).get();
         }
@@ -569,8 +641,8 @@ public class AiragChatServiceImpl implements IAiragChatService {
      * @author chenrui
      * @date 2025/2/25 19:27
      */
-    private void saveChatConversation(ChatConversation chatConversation) {
+    private void saveChatConversation(ChatConversation chatConversation, String sessionType) {
-        saveChatConversation(chatConversation, false, null);
+        saveChatConversation(chatConversation, false, null, sessionType);
     }
 
     /**
@@ -581,11 +653,19 @@ public class AiragChatServiceImpl implements IAiragChatService {
      * @author chenrui
      * @date 2025/2/25 19:27
      */
-    private void saveChatConversation(ChatConversation chatConversation, boolean temp, HttpServletRequest httpRequest) {
+    private void saveChatConversation(ChatConversation chatConversation, boolean temp, HttpServletRequest httpRequest, String sessionType) {
         if (null == chatConversation) {
             return;
         }
-        String key = getConversationCacheKey(chatConversation.getId(), httpRequest);
+        
+        //如果是不保存会话直接返回
+        if(null != chatConversation.getIzSaveSession() && !chatConversation.getIzSaveSession()){
+            return;
+        }
+
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        String key = getConversationCacheKey(chatConversation.getId(), httpRequest, sessionType);
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         if (oConvertUtils.isEmpty(key)) {
             return;
         }
@@ -680,6 +760,10 @@ public class AiragChatServiceImpl implements IAiragChatService {
      * @date 2025/2/25 19:05
      */
     private void appendMessage(List<ChatMessage> messages, ChatMessage message, ChatConversation chatConversation, String topicId) {
+        appendMessage(messages, message, chatConversation, topicId, null, null);
+    }
+
+    private void appendMessage(List<ChatMessage> messages, ChatMessage message, ChatConversation chatConversation, String topicId, List<String> files, String saveContent) {
 
         if (message.type().equals(ChatMessageType.SYSTEM)) {
             // 系统消息,放到消息列表最前面,并且不记录历史
@@ -709,8 +793,22 @@ public class AiragChatServiceImpl implements IAiragChatService {
                     textContent.append(((TextContent) content).text()).append("\n");
                 }
             });
+            //update-begin---author:wangshuai---date:2026-01-12---for:【QQYUN-14261】【AI】AI助手，支持多模态能力- 文档---
+            if (oConvertUtils.isNotEmpty(saveContent)) {
+                historyMessage.setContent(saveContent);
+            } else {
                 historyMessage.setContent(textContent.toString());
+            }
             historyMessage.setImages(images);
+            // 保存文件信息
+            if (oConvertUtils.isNotEmpty(files)) {
+                List<MessageHistory.FileHistory> fileHistories = new ArrayList<>();
+                for (String file : files) {
+                    fileHistories.add(new MessageHistory.FileHistory(file));
+                }
+                historyMessage.setFiles(fileHistories);
+            }
+            //update-end---author:wangshuai---date:2026-01-12---for:【QQYUN-14261】【AI】AI助手，支持多模态能力- 文档---
         } else if (message.type().equals(ChatMessageType.AI)) {
             historyMessage.setRole(AiragConsts.MESSAGE_ROLE_AI);
             AiMessage aiMessage = (AiMessage) message;
@@ -766,9 +864,20 @@ public class AiragChatServiceImpl implements IAiragChatService {
         AiragLocalCache.put(AiragConsts.CACHE_TYPE_SSE_HISTORY_MSG, requestId, new CopyOnWriteArrayList<>());
         try {
             // 组装用户消息
-            UserMessage userMessage = aiChatHandler.buildUserMessage(sendParams.getContent(), sendParams.getImages());
+            String content = sendParams.getContent();
+            //将文件内容给提示词
+            if(!CollectionUtils.isEmpty(sendParams.getFiles())){
+                content = buildContentWithFiles(content, sendParams.getFiles());
+            }
+            UserMessage userMessage = aiChatHandler.buildUserMessage(content, sendParams.getImages());
             // 追加消息
-            appendMessage(messages, userMessage, chatConversation, topicId);
+            //update-begin---author:wangshuai---date:2026-01-09---for:【QQYUN-14261】【AI】AI助手，支持多模态能力- 文档---
+            appendMessage(messages, userMessage, chatConversation, topicId, sendParams.getFiles(), sendParams.getContent());
+            //update-end---author:wangshuai---date:2026-01-09---for:【QQYUN-14261】【AI】AI助手，支持多模态能力- 文档---
+            // 绘画AI逻辑：当开启生成绘画时调用
+            if (oConvertUtils.isObjectNotEmpty(sendParams.getEnableDraw()) && sendParams.getEnableDraw()) {
+                return genImageChat(emitter,sendParams,requestId,messages,chatConversation,topicId);
+            }
             /* 这里应该是有几种情况:
              * 1. 非ai应用:获取默认模型->开始聊天
              * 2. AI应用-聊天助手(ChatAssistant):从应用信息组装模型和提示词->开始聊天
@@ -781,7 +890,7 @@ public class AiragChatServiceImpl implements IAiragChatService {
                     sendWithFlow(requestId, aiApp.getFlowId(), chatConversation, topicId, messages, sendParams);
                 } else {
                     // AI应用-聊天助手(ChatAssistant):从应用信息组装模型和提示词
-                    sendWithAppChat(requestId, messages, chatConversation, topicId, sendParams);
+                    sendWithAppChat(requestId, messages, chatConversation, topicId, sendParams, aiApp.getFlowId(), aiApp.getMemoryId());
                 }
             } else {
                 // 发消息
@@ -789,7 +898,13 @@ public class AiragChatServiceImpl implements IAiragChatService {
                 if (oConvertUtils.isObjectNotEmpty(sendParams.getEnableSearch())) {
                     aiChatParams.setEnableSearch(sendParams.getEnableSearch());
                 }
-                sendWithDefault(requestId, chatConversation, topicId, null, messages, aiChatParams);
+                // 设置深度思考搜索参数
+                if (oConvertUtils.isObjectNotEmpty(sendParams.getEnableThink())) {
+                    aiChatParams.setReturnThinking(sendParams.getEnableThink());
+                }
+                //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+                sendWithDefault(requestId, chatConversation, topicId, null, messages, aiChatParams, sendParams.getSessionType());
+                //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
             }
             // 发送就绪消息
             EventData eventRequestId = new EventData(requestId, null, EventData.EVENT_INIT_REQUEST_ID, chatConversation.getId(), topicId);
@@ -804,6 +919,59 @@ public class AiragChatServiceImpl implements IAiragChatService {
         return emitter;
     }
 
+    /**
+     * 生成图片
+     * 
+     * @param emitter
+     * @param sendParams
+     * @param requestId
+     * @param messages
+     * @param chatConversation
+     * @param topicId
+     * @return
+     */
+    private SseEmitter genImageChat(SseEmitter emitter, ChatSendParams sendParams, String requestId, List<ChatMessage> messages, ChatConversation chatConversation, String topicId) {
+        AssertUtils.assertNotEmpty("请选择绘画模型", sendParams.getDrawModelId());
+        AIChatParams aiChatParams = new AIChatParams();
+            try {
+                List<String> images = sendParams.getImages();
+                List<Map<String, Object>> imageList = new ArrayList<>();
+                if(CollectionUtils.isEmpty(images)) {
+                    //生成图片
+                    imageList = aiChatHandler.imageGenerate(sendParams.getDrawModelId(), sendParams.getContent(), aiChatParams);    
+                } else {
+                    //图生图
+                    imageList = aiChatHandler.imageEdit(sendParams.getDrawModelId(), sendParams.getContent(), images, aiChatParams);
+                }
+                // 记录历史消息
+                String imageMarkdown = imageList.stream().map(map -> {
+                    String newUrl = this.uploadImage(map);
+                    return "![](" + newUrl + ")";
+                }).collect(Collectors.joining("\n"));
+            AiMessage aiMessage = new AiMessage(imageMarkdown);
+            appendMessage(messages, aiMessage, chatConversation, topicId);
+            // 处理绘画结果并通过SSE返回给客户端
+            EventData eventData = new EventData(requestId, null, EventData.EVENT_MESSAGE, chatConversation.getId(), topicId);
+            EventMessageData messageEventData = EventMessageData.builder().message(imageMarkdown).build();
+            eventData.setData(messageEventData);
+            eventData.setRequestId(requestId);
+            sendMessage2Client(emitter, eventData);
+            // 保存会话
+            saveChatConversation(chatConversation, false, SpringContextUtils.getHttpServletRequest(), sendParams.getSessionType());
+            eventData = new EventData(requestId, null, EventData.EVENT_MESSAGE_END, chatConversation.getId(), topicId);
+            eventData.setRequestId(requestId);
+            sendMessage2Client(emitter, eventData);
+        } catch (Exception e) {
+            log.error("绘画AI调用异常", e);
+            EventData errorEventData = new EventData(requestId, null, EventData.EVENT_FLOW_ERROR, chatConversation.getId(), topicId);
+            EventMessageData messageEventData = EventMessageData.builder().message("绘画AI调用失败：" + e.getMessage()).build();
+            errorEventData.setData(messageEventData);
+            errorEventData.setRequestId(requestId);
+            closeSSE(emitter, errorEventData);
+        }
+        return emitter;
+    }
+
     /**
      * 运行流程
      *
@@ -875,7 +1043,9 @@ public class AiragChatServiceImpl implements IAiragChatService {
                         sendMessage2Client(emitter, msgEventData);
                         appendMessage(messages, aiMessage, chatConversation, topicId);
                         // 保存会话
-                        saveChatConversation(chatConversation, false, httpRequest);
+                        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+                        saveChatConversation(chatConversation, false, httpRequest, sendParams.getSessionType());
+                        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
                     }
                 }else{
                     //update-begin---author:chenrui ---date:20250425  for：[QQYUN-12203]AI 聊天，超时或者服务器报错，给个友好提示------------
@@ -908,16 +1078,31 @@ public class AiragChatServiceImpl implements IAiragChatService {
      * @param chatConversation
      * @param topicId
      * @param sendParams
+     * @param flowId
+     * @param memoryId
      * @return
      * @author chenrui
      * @date 2025/2/28 10:41
      */
-    private void sendWithAppChat(String requestId, List<ChatMessage> messages, ChatConversation chatConversation, String topicId, ChatSendParams sendParams) {
+    private void sendWithAppChat(String requestId, List<ChatMessage> messages, ChatConversation chatConversation, String topicId, ChatSendParams sendParams, String flowId, String memoryId) {
         AiragApp aiApp = chatConversation.getApp();
         String modelId = aiApp.getModelId();
         AssertUtils.assertNotEmpty("请先选择模型", modelId);
         // AI应用提示词
         String prompt = aiApp.getPrompt();
+        
+        String username = "jeecg";
+        try {
+            HttpServletRequest req = SpringContextUtils.getHttpServletRequest();
+            username = JwtUtil.getUserNameByToken(req);
+        } catch (Exception e) {
+            log.error(e.getMessage());
+        }
+        //将变量中的题试题替换并追加
+        if(oConvertUtils.isObjectNotEmpty(aiApp.getVariables())) {
+            prompt = airagVariableService.additionalPrompt(username, aiApp);
+        }
+        
         if (oConvertUtils.isNotEmpty(prompt)) {
             appendMessage(messages, new SystemMessage(prompt), chatConversation, topicId);
         }
@@ -943,6 +1128,9 @@ public class AiragChatServiceImpl implements IAiragChatService {
                 if (metadata.containsKey("maxTokens")) {
                     aiChatParams.setMaxTokens(metadata.getInteger("maxTokens"));
                 }
+                if (metadata.containsKey(FlowConsts.FLOW_NODE_OPTION_TIME_OUT)) {
+                    aiChatParams.setTimeout(oConvertUtils.getInt(metadata.getInteger(FlowConsts.FLOW_NODE_OPTION_TIME_OUT), 300));
+                }
             }
         }
 
@@ -965,15 +1153,69 @@ public class AiragChatServiceImpl implements IAiragChatService {
             }
         }
         
+        //流程不为空，构建插件
+        if(oConvertUtils.isNotEmpty(flowId)){
+            Map<String, Object> result = airagFlowPluginService.getFlowsToPlugin(flowId);
+            this.addPluginToParams(aiChatParams, result);
+        }
+
         // 设置网络搜索参数（如果前端传递了）
         if (sendParams != null && oConvertUtils.isObjectNotEmpty(sendParams.getEnableSearch())) {
             aiChatParams.setEnableSearch(sendParams.getEnableSearch());
         }
 
+        // 设置深度思考参数（如果前端传递了）
+        if (sendParams != null && oConvertUtils.isObjectNotEmpty(sendParams.getEnableThink())) {
+            aiChatParams.setReturnThinking(sendParams.getEnableThink());
+        }
+        
+        // 设置记忆库的插件
+        if(sendParams != null && oConvertUtils.isNotEmpty(memoryId)){
+            //开启记忆
+            if(null == aiApp.getIzOpenMemory() || AiAppConsts.IZ_OPEN_MEMORY.equals(aiApp.getIzOpenMemory())){
+                Map<String, Object> pluginMemory = airagKnowledgeService.getPluginMemory(memoryId);
+                this.addPluginToParams(aiChatParams, pluginMemory);
+            }
+        }
+        
+        //设置变量的插件
+        // 添加系统级工具：变量更新
+        if (oConvertUtils.isNotEmpty(aiApp.getId())) {
+            airagVariableService.addUpdateVariableTool(aiApp,username,aiChatParams);
+        }
+
         // 打印流程耗时日志
         printChatDuration(requestId, "构造应用自定义参数完成");
         // 发消息
-        sendWithDefault(requestId, chatConversation, topicId, modelId, messages, aiChatParams);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        sendWithDefault(requestId, chatConversation, topicId, modelId, messages, aiChatParams, sendParams.getSessionType());
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+    }
+
+    /**
+     * 添加插件到参数中
+     *
+     * @param aiChatParams
+     * @param result
+     */
+    private void addPluginToParams(AIChatParams aiChatParams, Map<String, Object> result) {
+        if (result == null) {
+            return;
+        }
+        Map<ToolSpecification, ToolExecutor> flowsToPlugin = (Map<ToolSpecification, ToolExecutor>) result.get("pluginTool");
+        String pluginId = (String) result.get("pluginId");
+        if (aiChatParams.getTools() == null) {
+            aiChatParams.setTools(new HashMap<>());
+        }
+        if (flowsToPlugin != null) {
+            aiChatParams.getTools().putAll(flowsToPlugin);
+        }
+        if (aiChatParams.getPluginIds() == null) {
+            aiChatParams.setPluginIds(new ArrayList<>());
+        }
+        if (oConvertUtils.isNotEmpty(pluginId)) {
+            aiChatParams.getPluginIds().add(pluginId);
+        }
     }
 
     /**
@@ -984,11 +1226,12 @@ public class AiragChatServiceImpl implements IAiragChatService {
      * @param topicId
      * @param modelId
      * @param messages
+     * @param sessionType
      * @return
      * @author chenrui
      * @date 2025/2/25 19:24
      */
-    private void sendWithDefault(String requestId, ChatConversation chatConversation, String topicId, String modelId, List<ChatMessage> messages, AIChatParams aiChatParams) {
+    private void sendWithDefault(String requestId, ChatConversation chatConversation, String topicId, String modelId, List<ChatMessage> messages, AIChatParams aiChatParams, String sessionType) {
         // 调用ai聊天
         if (null == aiChatParams) {
             aiChatParams = new AIChatParams();
@@ -997,11 +1240,16 @@ public class AiragChatServiceImpl implements IAiragChatService {
         if(chatConversation.getApp().getId().equals(AiAppConsts.DEFAULT_APP_ID)){
             aiChatParams.setTools(jeecgToolsProvider.getDefaultTools());
         }
+        if(CollectionUtils.isEmpty(aiChatParams.getKnowIds())){
             aiChatParams.setKnowIds(chatConversation.getApp().getKnowIds());
+        } else {
+            aiChatParams.getKnowIds().addAll(chatConversation.getApp().getKnowIds());
+        }
         aiChatParams.setMaxMsgNumber(oConvertUtils.getInt(chatConversation.getApp().getMsgNum(), 5));
         aiChatParams.setCurrentHttpRequest(SpringContextUtils.getHttpServletRequest());
-        aiChatParams.setReturnThinking(true);
         HttpServletRequest httpRequest = SpringContextUtils.getHttpServletRequest();
+        // for [QQYUN-9234] MCP服务连接关闭 - 保存参数引用用于在回调中关闭MCP连接
+        final AIChatParams finalAiChatParams = aiChatParams;
         TokenStream chatStream;
         try {
             // 打印流程耗时日志
@@ -1013,6 +1261,8 @@ public class AiragChatServiceImpl implements IAiragChatService {
             }
         } catch (Exception e) {
             log.error(e.getMessage(), e);
+            // for [QQYUN-9234] MCP服务连接关闭 - 异常时关闭MCP连接
+            finalAiChatParams.closeMcpConnections();
             // sse
             SseEmitter emitter = AiragLocalCache.get(AiragConsts.CACHE_TYPE_SSE, requestId);
             if (null == emitter) {
@@ -1098,6 +1348,8 @@ public class AiragChatServiceImpl implements IAiragChatService {
             // 打印流程耗时日志
             printChatDuration(requestId, "LLM输出消息完成");
             AiragLocalCache.remove(AiragConsts.CACHE_TYPE_SSE_SEND_TIME, requestId);
+            // for [QQYUN-9234] MCP服务连接关闭 - 聊天完成时关闭MCP连接
+            finalAiChatParams.closeMcpConnections();
             // 记录ai的回复
             AiMessage aiMessage = responseMessage.aiMessage();
             FinishReason finishReason = responseMessage.finishReason();
@@ -1113,7 +1365,9 @@ public class AiragChatServiceImpl implements IAiragChatService {
                 EventData eventData = new EventData(requestId, null, EventData.EVENT_MESSAGE_END, chatConversation.getId(), topicId);
                 appendMessage(messages, aiMessage, chatConversation, topicId);
                 // 保存会话
-                saveChatConversation(chatConversation, false, httpRequest);
+                //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+                saveChatConversation(chatConversation, false, httpRequest, sessionType);
+                //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
                 closeSSE(emitter, eventData);
             } else if (FinishReason.LENGTH.equals(finishReason)) {
                 // 上下文长度超过限制
@@ -1137,6 +1391,8 @@ public class AiragChatServiceImpl implements IAiragChatService {
             // 打印流程耗时日志
             printChatDuration(requestId, "LLM输出消息异常");
             AiragLocalCache.remove(AiragConsts.CACHE_TYPE_SSE_SEND_TIME, requestId);
+            // for [QQYUN-9234] MCP服务连接关闭 - 聊天异常时关闭MCP连接
+            finalAiChatParams.closeMcpConnections();
             // sse
             SseEmitter emitter = AiragLocalCache.get(AiragConsts.CACHE_TYPE_SSE, requestId);
             if (null == emitter) {
@@ -1201,7 +1457,7 @@ public class AiragChatServiceImpl implements IAiragChatService {
      */
     private static void sendMessage2Client(SseEmitter emitter, EventData eventData) {
         try {
-            log.info("发送消息:{}", eventData.getRequestId());
+            log.debug("发送消息:{}", eventData.getRequestId());
             String eventStr = JSONObject.toJSONString(eventData);
             log.debug("[AI应用]接收LLM返回消息:{}", eventStr);
             emitter.send(SseEmitter.event().data(eventStr));
@@ -1251,7 +1507,9 @@ public class AiragChatServiceImpl implements IAiragChatService {
         if (oConvertUtils.isEmpty(chatConversation.getId())) {
             return;
         }
-        String key = getConversationCacheKey(chatConversation.getId(), null);
+        //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+        String key = getConversationCacheKey(chatConversation.getId(), null,"");
+        //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
         if (oConvertUtils.isEmpty(key)) {
             return;
         }
@@ -1281,10 +1539,13 @@ public class AiragChatServiceImpl implements IAiragChatService {
                 if (oConvertUtils.isNotEmpty(summaryTitle)) {
                     cachedConversation.setTitle(summaryTitle);
                 } else {
-                    cachedConversation.setTitle(question.length() > 5 ? question.substring(0, 5) : question);
+                    int maxLength = AiAppConsts.CONVERSATION_MAX_TITLE_LENGTH;
+                    cachedConversation.setTitle(question.length() > maxLength ? question.substring(0, maxLength) : question);
                 }
                 //保存会话
-                saveChatConversation(cachedConversation);
+                //update-begin---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
+                saveChatConversation(cachedConversation,"");
+                //update-end---author:wangshuai---date:2025-12-10---for:【QQYUN-14127】【AI】AI应用门户---
             }
         });
     }
@@ -1329,4 +1590,296 @@ public class AiragChatServiceImpl implements IAiragChatService {
             log.info("[AI-CHAT]{},requestId:{},耗时:{}s", message, requestId, (System.currentTimeMillis() - beginTime) / 1000);
         }
     }
+
+
+    /**
+     * 根据会话类型获取会话信息
+     * 
+     * @param sessionType
+     * @return
+     */
+    @Override
+    public Result<?> getConversationsByType(String sessionType) {
+        String key = getConversationDirCacheKey(null);
+        key = key + ":" + sessionType + ":*";
+        List<String> keys = redisUtil.scan(key);
+        // 如果键集合为空，返回空列表
+        if (keys.isEmpty()) {
+            return Result.ok(Collections.emptyList());
+        }
+
+        // 遍历键集合，获取对应的 ChatConversation 对象
+        List<ChatConversation> conversations = new ArrayList<>();
+        for (Object k : keys) {
+            ChatConversation conversation = (ChatConversation) redisTemplate.boundValueOps(k).get();
+
+            if (conversation != null) {
+                AiragApp app = conversation.getApp();
+                if (null == app) {
+                    continue;
+                }
+                conversation.setApp(null);
+                conversation.setMessages(null);
+                conversations.add(conversation);
+            }
+        }
+
+        // 对会话列表按创建时间降序排序
+        conversations.sort((o1, o2) -> {
+            Date date1 = o1.getCreateTime();
+            Date date2 = o2.getCreateTime();
+            if (date1 == null && date2 == null) {
+                return 0;
+            }
+            if (date1 == null) {
+                return 1;
+            }
+            if (date2 == null) {
+                return -1;
+            }
+            return date2.compareTo(date1);
+        });
+
+        // 返回结果
+        return Result.ok(conversations);
+    }
+
+    //================================================= begin 【QQYUN-14269】【AI】支持变量 ========================================
+    /**
+     *  初始化变量（仅不存在时设置）
+     */
+    private void saveVariables(AiragApp app) {
+        if(null == app){
+            return;
+        }
+        if(!AiAppConsts.IZ_OPEN_MEMORY.equals(app.getIzOpenMemory())){
+            return;
+        }
+        if (oConvertUtils.isObjectNotEmpty(app.getVariables())) {
+            // 变量替换
+            String username = "jeecg";
+            try {
+                HttpServletRequest req = SpringContextUtils.getHttpServletRequest();
+                username = JwtUtil.getUserNameByToken(req);
+            } catch (Exception e) {
+                log.error(e.getMessage());
+            }
+            if (oConvertUtils.isNotEmpty(username) && oConvertUtils.isNotEmpty(app.getId())) {
+                String variables = app.getVariables();
+                JSONArray objects = JSONArray.parseArray(variables);
+                for (int i = 0; i < objects.size(); i++) {
+                    JSONObject jsonObject = objects.getJSONObject(i);
+                    String name = jsonObject.getString("name");
+                    String defaultValue = jsonObject.getString("defaultValue");
+                    if (oConvertUtils.isNotEmpty(name)) {
+                        airagVariableService.initVariable(username, app.getId(), name, defaultValue);
+                    }
+                }
+            }
+        }
+    }
+    //================================================= end 【QQYUN-14269】【AI】支持变量 ========================================
+
+    /**
+     * ai海报生成
+     * 
+     * @param chatSendParams
+     * @return
+     */
+    @Override
+    public String genAiPoster(ChatSendParams chatSendParams) {
+        AssertUtils.assertNotEmpty("请选择绘画模型", chatSendParams.getDrawModelId());
+        AssertUtils.assertNotEmpty("请填写提示词", chatSendParams.getContent());
+        AIChatParams aiChatParams = new AIChatParams();
+        if(oConvertUtils.isNotEmpty(chatSendParams.getImageSize())){
+            aiChatParams.setImageSize(chatSendParams.getImageSize());
+        }
+        String image= chatSendParams.getImageUrl();
+        List<Map<String, Object>> imageList = new ArrayList<>();
+        if(oConvertUtils.isEmpty(image)) {
+            //生成图片
+            imageList = aiChatHandler.imageGenerate(chatSendParams.getDrawModelId(), chatSendParams.getContent(), aiChatParams);
+        } else {
+            //图生图
+            imageList = aiChatHandler.imageEdit(chatSendParams.getDrawModelId(), chatSendParams.getContent(), Arrays.asList(image.split(SymbolConstant.COMMA)), aiChatParams);
+        }
+        return imageList.stream().map(this::uploadImage).collect(Collectors.joining("\n"));
+    }
+
+    /**
+     * 上传图片
+     *
+     * @param map
+     * @return
+     */
+    private String uploadImage(Map<String, Object> map) {
+        if (null == map || map.isEmpty()) {
+            return "";
+        }
+        try {
+            String type = String.valueOf(map.get("type"));
+            String value = String.valueOf(map.get("value"));
+            byte[] data = new byte[1024];
+            // 判断是否是base64
+            if ("base64".equals(type)) {
+                if(value.startsWith("data:image")){
+                    value = value.substring(value.indexOf(",") + 1);
+                }
+                data = Base64.getDecoder().decode(value);
+            } else {
+                //下载网络图片
+                InputStream inputStream = FileDownloadUtils.getDownInputStream(value, "");
+                if (inputStream != null) {
+                    ByteArrayOutputStream buffer = new ByteArrayOutputStream();
+                    byte[] inpByte = new byte[1024]; // 1KB缓冲区
+                    int nRead;
+                    while ((nRead = inputStream.read(inpByte, 0, data.length)) != -1) {
+                        buffer.write(inpByte, 0, nRead);
+                    }
+                    data = buffer.toByteArray();
+                }
+            }
+            if (data != null) {
+                Path path = jeecgBaseConfig.getPath();
+                String bizPath = "chat";
+                String url = CommonUtils.uploadOnlineImage(data, path.getUpload(), bizPath, jeecgBaseConfig.getUploadType());
+                if("local".equals(jeecgBaseConfig.getUploadType())){
+                    url = "#{domainURL}/" + url;
+                }
+                return url;
+            }
+        } catch (Exception e) {
+            log.error("上传图片失败", e);
+        }
+        return "";
+    }
+
+    //================================================= begin【QQYUN-14261】【AI】AI助手，支持多模态能力- 文档========================================
+    /**
+     * 构建文件内容
+     *
+     * @param content
+     * @param files
+     * @return
+     */
+    private String buildContentWithFiles(String content, List<String> files) {
+        String filesText = parseFilesToText(files);
+        if (oConvertUtils.isEmpty(content)) {
+            content = "请基于我提供的附件内容回答问题。";
+        }else{
+            content = content + "\n\n请基于我提供的附件内容回答问题。";
+        }
+        if (oConvertUtils.isNotEmpty(filesText)) {
+            if (oConvertUtils.isNotEmpty(content)) {
+                content = content + "\n\n" + filesText;
+            } else {
+                content = filesText;
+            }
+        }
+        return content;
+    }
+
+    /**
+     * 将文件转换成text
+     *
+     * @param files
+     * @return
+     */
+    private String parseFilesToText(List<String> files) {
+        if (com.baomidou.mybatisplus.core.toolkit.CollectionUtils.isEmpty(files)) {
+            return "";
+        }
+        StringBuilder sb = new StringBuilder();
+        TikaDocumentParser parser = new TikaDocumentParser(AutoDetectParser::new, null, null, null);
+        int parsedCount = 0;
+        for (String fileRef : files) {
+            if (parsedCount >= LLMConsts.CHAT_FILE_MAX_COUNT) {
+                break;
+            }
+            if (oConvertUtils.isEmpty(fileRef)) {
+                continue;
+            }
+
+            String fileRefWithoutQuery = fileRef;
+            if (fileRefWithoutQuery.contains("?")) {
+                fileRefWithoutQuery = fileRefWithoutQuery.substring(0, fileRefWithoutQuery.indexOf("?"));
+            }
+            String fileName = FilenameUtils.getName(fileRefWithoutQuery);
+            String ext = FilenameUtils.getExtension(fileName);
+            if (oConvertUtils.isEmpty(ext) || !LLMConsts.CHAT_FILE_EXT_WHITELIST.contains(ext.toLowerCase())) {
+                continue;
+            }
+            try {
+                File file = ensureLocalFile(fileRef, fileName);
+                if (file == null || !file.exists() || !file.isFile()) {
+                    continue;
+                }
+                Document document = parser.parse(file);
+                if (document == null || oConvertUtils.isEmpty(document.text())) {
+                    continue;
+                }
+                String text = document.text().trim();
+                if (text.length() > LLMConsts.CHAT_FILE_TEXT_MAX_LENGTH) {
+                    text = text.substring(0, LLMConsts.CHAT_FILE_TEXT_MAX_LENGTH);
+                }
+                sb.append("附件[").append(fileName).append("]内容:\n").append(text).append("\n\n");
+                parsedCount++;
+                if (sb.length() > LLMConsts.CHAT_FILE_TEXT_MAX_LENGTH) {
+                    break;
+                }
+            } catch (Exception e) {
+                log.warn("附件解析失败: {}, {}", fileRef, e.getMessage());
+            }
+        }
+        return sb.toString().trim();
+    }
+
+    /**
+     * 获取本地文件
+     *
+     * @param fileRef
+     * @param fileName
+     * @return
+     * @throws IOException
+     */
+    private File ensureLocalFile(String fileRef, String fileName) {
+        String uploadpath = jeecgBaseConfig.getPath().getUpload();
+        if (LLMConsts.WEB_PATTERN.matcher(fileRef).matches()) {
+            String tempDir = uploadpath + File.separator + "chat" + File.separator + UUID.randomUUID() + File.separator;
+            File dir = new File(tempDir);
+            if (!dir.exists() && !dir.mkdirs()) {
+                return null;
+            }
+            String tempFilePath = tempDir + fileName;
+            FileDownloadUtils.download2DiskFromNet(fileRef, tempFilePath);
+            return new File(tempFilePath);
+        }
+        return new File(uploadpath + File.separator + fileRef);
+    }
+    //================================================= end【QQYUN-14261】【AI】AI助手，支持多模态能力- 文档========================================
+
+
+    /**
+     * ai创作
+     *
+     * @param aiWriteGenerateVo
+     * @return
+     */
+    @Override
+    public SseEmitter genAiWriter(AiWriteGenerateVo aiWriteGenerateVo) {
+        String activeMode = "compose";
+        ChatSendParams sendParams = new ChatSendParams();
+        sendParams.setAppId(AiAppConsts.WRITER_APP_ID);
+        String content = "";
+        //写作
+        if (activeMode.equals(aiWriteGenerateVo.getActiveMode())) {
+            content = StrUtil.format(Prompts.AI_WRITER_PROMPT, aiWriteGenerateVo.getPrompt(), aiWriteGenerateVo.getFormat(), aiWriteGenerateVo.getTone(), aiWriteGenerateVo.getLanguage(), aiWriteGenerateVo.getLength());
+        } else {
+            //回复
+            content = StrUtil.format(Prompts.AI_REPLY_PROMPT, aiWriteGenerateVo.getPrompt(), aiWriteGenerateVo.getOriginalContent(), aiWriteGenerateVo.getFormat(), aiWriteGenerateVo.getTone(), aiWriteGenerateVo.getLanguage(), aiWriteGenerateVo.getLength());
+        }
+        sendParams.setContent(content);
+        sendParams.setIzSaveSession(false);
+        return this.send(sendParams);
+    }
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/service/impl/AiragVariableServiceImpl.java

@@ -0,0 +1,194 @@
+package org.jeecg.modules.airag.app.service.impl;
+
+import com.alibaba.fastjson.JSONArray;
+import com.alibaba.fastjson.JSONObject;
+import dev.langchain4j.agent.tool.ToolSpecification;
+import dev.langchain4j.model.chat.request.json.JsonObjectSchema;
+import dev.langchain4j.service.tool.ToolExecutor;
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.common.util.SpringContextUtils;
+import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.modules.airag.app.consts.AiAppConsts;
+import org.jeecg.modules.airag.app.entity.AiragApp;
+import org.jeecg.modules.airag.app.service.IAiragVariableService;
+import org.jeecg.modules.airag.app.vo.AppVariableVo;
+import org.jeecg.modules.airag.common.handler.AIChatParams;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.data.redis.core.RedisTemplate;
+import org.springframework.stereotype.Service;
+
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * @Description: AI应用变量服务实现
+ * @Author: jeecg-boot
+ * @Date: 2025-02-26
+ * @Version: V1.0
+ */
+@Service
+@Slf4j
+public class AiragVariableServiceImpl implements IAiragVariableService {
+
+    @Autowired
+    private RedisTemplate redisTemplate;
+
+    private static final String CACHE_PREFIX = "airag:app:var:";
+
+    /**
+     * 初始化变量（仅不存在时设置）
+     *
+     * @param username
+     * @param appId
+     * @param name
+     * @param defaultValue
+     */
+    @Override
+    public void initVariable(String username, String appId, String name, String defaultValue) {
+        if (oConvertUtils.isEmpty(username) || oConvertUtils.isEmpty(appId) || oConvertUtils.isEmpty(name)) {
+            return;
+        }
+        String key = CACHE_PREFIX + appId + ":" + username;
+        redisTemplate.opsForHash().putIfAbsent(key, name, defaultValue != null ? defaultValue : "");
+    }
+
+    /**
+     * 追加提示词
+     * 
+     * @param username
+     * @param app
+     * @return
+     */
+    @Override
+    public String additionalPrompt(String username, AiragApp app) {
+        String memoryPrompt = app.getMemoryPrompt();
+        String prompt = app.getPrompt();
+        
+        if (oConvertUtils.isEmpty(memoryPrompt)) {
+            return prompt;
+        }
+        String variablesStr = app.getVariables();
+        if (oConvertUtils.isEmpty(variablesStr)) {
+            return prompt;
+        }
+
+        List<AppVariableVo> variableList = JSONArray.parseArray(variablesStr, AppVariableVo.class);
+        if (variableList == null || variableList.isEmpty()) {
+            return prompt;
+        }
+
+        String key = CACHE_PREFIX + app.getId() + ":" + username;
+        Map<Object, Object> savedValues = redisTemplate.opsForHash().entries(key);
+
+        for (AppVariableVo variable : variableList) {
+            if (variable.getEnable() != null && !variable.getEnable()) {
+                continue;
+            }
+            String name = variable.getName();
+            String value = variable.getDefaultValue();
+
+            // 优先使用Redis中的值
+            if (savedValues.containsKey(name)) {
+                Object savedVal = savedValues.get(name);
+                if (savedVal != null) {
+                    value = String.valueOf(savedVal);
+                }
+            }
+
+            if (value == null) {
+                value = "";
+            }
+
+            // 替换 {{name}}
+            memoryPrompt = memoryPrompt.replace("{{" + name + "}}", value);
+        }
+        return prompt + "\n" + memoryPrompt;
+    }
+
+    /**
+     * 更新变量值
+     * 
+     * @param userId
+     * @param appId
+     * @param name
+     * @param value
+     */
+    @Override
+    public void updateVariable(String userId, String appId, String name, String value) {
+        if (oConvertUtils.isEmpty(userId) || oConvertUtils.isEmpty(appId) || oConvertUtils.isEmpty(name)) {
+            return;
+        }
+        String key = CACHE_PREFIX + appId + ":" + userId;
+        redisTemplate.opsForHash().put(key, name, value);
+    }
+
+
+    /**
+     * 添加变量更新工具
+     *
+     * @param params
+     * @param aiApp
+     * @param username
+     */
+    @Override
+    public void addUpdateVariableTool(AiragApp aiApp, String username, AIChatParams params) {
+        if (params.getTools() == null) {
+            params.setTools(new HashMap<>());
+        }
+        if (!AiAppConsts.IZ_OPEN_MEMORY.equals(aiApp.getIzOpenMemory())) {
+            return;
+        }
+        // 构建变量描述信息
+        String variablesStr = aiApp.getVariables();
+        List<AppVariableVo> variableList = null;
+        if (oConvertUtils.isNotEmpty(variablesStr)) {
+            variableList = JSONArray.parseArray(variablesStr, AppVariableVo.class);
+        }
+
+        //工具描述
+        StringBuilder descriptionBuilder = new StringBuilder("更新应用变量的值。仅当检测到变量的新值与当前值不一致时调用。如果已调用过或值未变，请勿重复调用。");
+        if (variableList != null && !variableList.isEmpty()) {
+            descriptionBuilder.append("\n\n可用变量列表：");
+            for (AppVariableVo var : variableList) {
+                if (var.getEnable() != null && !var.getEnable()) {
+                    continue;
+                }
+                descriptionBuilder.append("\n- ").append(var.getName());
+                if (oConvertUtils.isNotEmpty(var.getDescription())) {
+                    descriptionBuilder.append(": ").append(var.getDescription());
+                }
+            }
+            descriptionBuilder.append("\n\n注意：variableName必须是上述列表中的名称之一。");
+        }
+
+        //构建更新变量的工具
+        ToolSpecification spec = ToolSpecification.builder()
+                .name("update_variable")
+                .description(descriptionBuilder.toString())
+                .parameters(JsonObjectSchema.builder()
+                        .addStringProperty("variableName", "变量名称")
+                        .addStringProperty("value", "变量值")
+                        .required("variableName", "value")
+                        .build())
+                .build();
+
+        //监听工具的调用
+        ToolExecutor executor = (toolExecutionRequest, memoryId) -> {
+            try {
+                JSONObject args = JSONObject.parseObject(toolExecutionRequest.arguments());
+                String name = args.getString("variableName");
+                String value = args.getString("value");
+                IAiragVariableService variableService = SpringContextUtils.getBean(IAiragVariableService.class);
+                //更新变量值
+                variableService.updateVariable(username, aiApp.getId(), name, value);
+                return "变量 " + name + " 已更新为: " + value;
+            } catch (Exception e) {
+                log.error("更新变量失败", e);
+                return "更新变量失败: " + e.getMessage();
+            }
+        };
+
+        params.getTools().put(spec, executor);
+    }
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/vo/AiWriteGenerateVo.java

@@ -0,0 +1,48 @@
+package org.jeecg.modules.airag.app.vo;
+
+import lombok.Data;
+
+/**
+* @Description: ai写作生成实体类
+*
+* @author: wangshuai
+* @date: 2026/1/12 15:59
+*/
+@Data
+public class AiWriteGenerateVo {
+
+    /**
+     * 写作类型
+     */
+    private String activeMode;
+
+    /**
+     * 写作内容提示
+     */
+    private String prompt;
+
+    /**
+     * 原文
+     */
+    private String originalContent;
+
+    /**
+     * 长度
+     */
+    private String length;
+
+    /**
+     * 格式
+     */
+    private String format;
+
+    /**
+     * 语气
+     */
+    private String tone;
+
+    /**
+     * 语言
+     */
+    private String language;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/vo/AppVariableVo.java

@@ -0,0 +1,46 @@
+package org.jeecg.modules.airag.app.vo;
+
+import lombok.Data;
+
+import java.io.Serializable;
+
+/**
+ * @Description: 应用变量配置
+ * @Author: jeecg-boot
+ * @Date: 2025-02-26
+ * @Version: V1.0
+ */
+@Data
+public class AppVariableVo implements Serializable {
+    private static final long serialVersionUID = 1L;
+
+    /**
+     * 变量名
+     */
+    private String name;
+
+    /**
+     * 描述
+     */
+    private String description;
+
+    /**
+     * 默认值
+     */
+    private String defaultValue;
+
+    /**
+     * 是否启用
+     */
+    private Boolean enable;
+
+    /**
+     * 动作
+     */
+    private String action;
+
+    /**
+     * 排序
+     */
+    private Integer orderNum;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/vo/ChatConversation.java

@@ -47,4 +47,14 @@ public class ChatConversation {
      * for [issues/8545]新建AI应用的时候只能选择没有自定义参数的AI流程
      */
     private Map<String, Object> flowInputs;
+
+    /**
+     * portal 应用门户
+     */
+    private String sessionType;
+
+    /**
+     * 是否保存会话
+     */
+    private Boolean izSaveSession;
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/app/vo/ChatSendParams.java

@@ -47,6 +47,11 @@ public class ChatSendParams {
      */
     private List<String> images;
 
+    /**
+     * 文件列表
+     */
+    private List<String> files;
+
     /**
      * 工作流额外入参配置
      * key: 参数field, value: 参数值
@@ -59,4 +64,39 @@ public class ChatSendParams {
      */
     private Boolean enableSearch;
 
+    /**
+     * 是否开启深度思考
+     */
+    private Boolean enableThink;
+
+    /**
+     * 会话类型: portal 应用门户
+     */
+    private String sessionType;
+
+    /**
+     * 是否开启生成绘画
+     */
+    private Boolean enableDraw;
+
+    /**
+     * 绘画模型的id
+     */
+    private String drawModelId;
+
+    /**
+     * 图片尺寸
+     */
+    private String imageSize;
+
+    /**
+     * 一张图片
+     */
+    private String imageUrl;
+
+    /**
+     * 是否保存会话
+     */
+    private Boolean izSaveSession;
+
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/demo/TestAiragEnhance.java

@@ -1,5 +1,6 @@
 package org.jeecg.modules.airag.demo;
 
+import lombok.extern.slf4j.Slf4j;
 import org.jeecg.modules.airag.flow.component.enhance.IAiRagEnhanceJava;
 import org.springframework.stereotype.Component;
 
@@ -11,12 +12,15 @@ import java.util.Map;
  * @Author: chenrui
  * @Date: 2025/3/6 11:42
  */
+@Slf4j
 @Component("testAiragEnhance")
 public class TestAiragEnhance implements IAiRagEnhanceJava {
     @Override
     public Map<String, Object> process(Map<String, Object> inputParams) {
         Object arg1 = inputParams.get("arg1");
         Object arg2 = inputParams.get("arg2");
+        Object index = inputParams.get("index");
+        log.info("arg1={}, arg2={}, index={}", arg1, arg2, index);
         return Collections.singletonMap("result",arg1.toString()+"java拼接"+arg2.toString());
     }
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/consts/FlowPluginContent.java

@@ -0,0 +1,209 @@
+package org.jeecg.modules.airag.llm.consts;
+
+/**
+* @Description: 流程插件常量
+*
+* @author: wangshuai
+* @date: 2025/12/23 19:37
+*/
+public interface FlowPluginContent {
+    /**
+     * 名称
+     */
+    String NAME = "name";
+
+    /**
+     * 描述
+     */
+    String DESCRIPTION = "description";
+
+    /**
+     * 响应
+     */
+    String RESPONSES = "responses";
+
+    /**
+     * 类型
+     */
+    String TYPE = "type";
+
+    /**
+     * 参数
+     */
+    String PARAMETERS = "parameters";
+
+    /**
+     * 是否必须
+     */
+    String REQUIRED = "required";
+
+    /**
+     * 默认值
+     */
+    String DEFAULT_VALUE = "defaultValue";
+
+    /**
+     * 路径
+     */
+    String PATH = "path";
+
+    /**
+     * 方法
+     */
+    String METHOD = "method";
+
+    /**
+     * 位置
+     */
+    String LOCATION = "location";
+
+    /**
+     * 认证类型
+     */
+    String AUTH_TYPE = "authType";
+
+    /**
+     * token参数名称
+     */
+    String TOKEN_PARAM_NAME = "tokenParamName";
+
+    /**
+     * token参数值
+     */
+    String TOKEN_PARAM_VALUE = "tokenParamValue";
+
+    /**
+     * token
+     */
+    String TOKEN = "token";
+
+    /**
+     * Path位置
+     */
+    String LOCATION_PATH = "Path";
+
+    /**
+     * Header位置
+     */
+    String LOCATION_HEADER = "Header";
+
+    /**
+     * Query位置
+     */
+    String LOCATION_QUERY = "Query";
+
+    /**
+     * Body位置
+     */
+    String LOCATION_BODY = "Body";
+
+    /**
+     * Form-Data位置
+     */
+    String LOCATION_FORM_DATA = "Form-Data";
+
+    /**
+     * String类型
+     */
+    String TYPE_STRING = "String";
+
+    /**
+     * string类型
+     */
+    String TYPE_STRING_LOWER = "string";
+
+    /**
+     * Number类型
+     */
+    String TYPE_NUMBER = "Number";
+
+    /**
+     * number类型
+     */
+    String TYPE_NUMBER_LOWER = "number";
+
+    /**
+     * Integer类型
+     */
+    String TYPE_INTEGER = "Integer";
+
+    /**
+     * integer类型
+     */
+    String TYPE_INTEGER_LOWER = "integer";
+
+    /**
+     * Boolean类型
+     */
+    String TYPE_BOOLEAN = "Boolean";
+
+    /**
+     * boolean类型
+     */
+    String TYPE_BOOLEAN_LOWER = "boolean";
+
+    /**
+     * 工具数量
+     */
+    String TOOL_COUNT = "tool_count";
+
+    /**
+     * 是否启用
+     */
+    String ENABLED = "enabled";
+
+    /**
+     * 输入
+     */
+    String INPUTS = "inputs";
+
+    /**
+     * 输出
+     */
+    String OUTPUTS = "outputs";
+
+    /**
+     * POST请求
+     */
+    String POST = "POST";
+
+    /**
+     * token名称
+     */
+    String X_ACCESS_TOKEN = "X-Access-Token";
+
+    /**
+     * 插件名称
+     */
+    String PLUGIN_NAME = "流程调用";
+
+    /**
+     * 插件描述
+     */
+    String PLUGIN_DESC = "调用工作流";
+
+    /**
+     * 插件请求地址
+     */
+    String PLUGIN_REQUEST_URL = "/airag/flow/plugin/run/";
+
+    /**
+     * 记忆库插件名称
+     */
+    String PLUGIN_MEMORY_NAME = "记忆库";
+
+    /**
+     * 记忆库插件描述
+     */
+    String PLUGIN_MEMORY_DESC = "用于记录长期记忆";
+    
+    /**
+     * 添加记忆路径
+     */
+    String PLUGIN_MEMORY_ADD_PATH = "/airag/knowledge/plugin/add";
+
+    /**
+     * 查询记忆路径
+     */
+    String PLUGIN_MEMORY_QUERY_PATH = "/airag/knowledge/plugin/query";
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/consts/LLMConsts.java

@@ -1,5 +1,8 @@
 package org.jeecg.modules.airag.llm.consts;
 
+import java.util.Arrays;
+import java.util.HashSet;
+import java.util.Set;
 import java.util.regex.Pattern;
 
 /**
@@ -35,6 +38,11 @@ public class LLMConsts {
      */
     public static final String MODEL_TYPE_LLM = "LLM";
 
+    /**
+     * 模型类型: 图像生成
+     */
+    public static final String MODEL_TYPE_IMAGE = "IMAGE";
+
     /**
      * 向量模型：默认维度
      */
@@ -85,4 +93,29 @@ public class LLMConsts {
      */
     public static final String DEEPSEEK_REASONER = "deepseek-reasoner";
 
+    /**
+     * 知识库类型：知识库
+     */
+    public static final String KNOWLEDGE_TYPE_KNOWLEDGE = "knowledge";
+    
+    /**
+     * 知识库类型：记忆库
+     */
+    public static final String KNOWLEDGE_TYPE_MEMORY = "memory";
+
+    /**
+     * 支持文件的后缀
+     */
+    public static final Set<String> CHAT_FILE_EXT_WHITELIST = new HashSet<>(Arrays.asList("txt", "pdf", "docx", "doc", "pptx", "ppt", "xlsx", "xls", "md"));
+
+    /**
+     * 文件内容最大长度
+     */
+    public static final int CHAT_FILE_TEXT_MAX_LENGTH = 20000;
+
+    /**
+     * 上传文件对打数量
+     */
+    public static final int CHAT_FILE_MAX_COUNT = 3;
+
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/controller/AiragBaseApiController.java

@@ -0,0 +1,31 @@
+package org.jeecg.modules.airag.llm.controller;
+
+import org.jeecg.common.airag.api.IAiragBaseApi;
+import org.jeecg.modules.airag.llm.service.impl.AiragBaseApiImpl;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * airag baseAPI Controller
+ *
+ * @author sjlei
+ * @date 2025-12-30
+ */
+@RestController("airagBaseApiController")
+public class AiragBaseApiController implements IAiragBaseApi {
+
+    @Autowired
+    AiragBaseApiImpl airagBaseApi;
+
+    @PostMapping("/airag/api/knowledgeWriteTextDocument")
+    public String knowledgeWriteTextDocument(
+            @RequestParam("knowledgeId") String knowledgeId,
+            @RequestParam("title") String title,
+            @RequestParam("content") String content
+    ) {
+        return airagBaseApi.knowledgeWriteTextDocument(knowledgeId, title, content);
+    }
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/controller/AiragKnowledgeController.java

@@ -1,14 +1,18 @@
 package org.jeecg.modules.airag.llm.controller;
 
+import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
 import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
 import com.baomidou.mybatisplus.core.metadata.IPage;
 import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
+import io.swagger.v3.oas.annotations.Operation;
+import jakarta.servlet.http.HttpServletRequest;
 import lombok.extern.slf4j.Slf4j;
 import org.apache.shiro.authz.annotation.RequiresPermissions;
 import org.jeecg.common.api.vo.Result;
 import org.jeecg.common.system.query.QueryGenerator;
 import org.jeecg.common.util.AssertUtils;
 import org.jeecg.common.util.TokenUtils;
+import org.jeecg.common.util.oConvertUtils;
 import org.jeecg.config.mybatis.MybatisPlusSaasConfig;
 import org.jeecg.modules.airag.common.vo.knowledge.KnowledgeSearchResult;
 import org.jeecg.modules.airag.llm.consts.LLMConsts;
@@ -22,7 +26,6 @@ import org.springframework.transaction.annotation.Transactional;
 import org.springframework.web.bind.annotation.*;
 import org.springframework.web.multipart.MultipartFile;
 
-import jakarta.servlet.http.HttpServletRequest;
 import java.util.Arrays;
 import java.util.Collections;
 import java.util.List;
@@ -80,6 +83,9 @@ public class AiragKnowledgeController {
     @RequiresPermissions("airag:knowledge:add")
     public Result<String> add(@RequestBody AiragKnowledge airagKnowledge) {
         airagKnowledge.setStatus(LLMConsts.STATUS_ENABLE);
+        if(oConvertUtils.isEmpty(airagKnowledge.getType())) {
+            airagKnowledge.setType(LLMConsts.KNOWLEDGE_TYPE_KNOWLEDGE);
+        }
         airagKnowledgeService.save(airagKnowledge);
         return Result.OK("添加成功！");
     }
@@ -101,6 +107,9 @@ public class AiragKnowledgeController {
             return Result.error("未找到对应数据");
         }
         String oldEmbedId = airagKnowledgeEntity.getEmbedId();
+        if(oConvertUtils.isEmpty(airagKnowledgeEntity.getType())) {
+            airagKnowledge.setType(LLMConsts.KNOWLEDGE_TYPE_KNOWLEDGE);
+        }
         airagKnowledgeService.updateById(airagKnowledge);
         if (!oldEmbedId.equalsIgnoreCase(airagKnowledge.getEmbedId())) {
             // 更新了模型,重建文档
@@ -358,4 +367,61 @@ public class AiragKnowledgeController {
         return Result.OK(airagKnowledges);
     }
     
+    /**
+     * 添加记忆
+     *
+     * @param airagKnowledgeDoc
+     * @return
+     */
+    @Operation(summary = "添加记忆")
+    @PostMapping(value = "/plugin/add")
+    public Result<?> add(@RequestBody AiragKnowledgeDoc airagKnowledgeDoc, HttpServletRequest request) {
+        if (oConvertUtils.isEmpty(airagKnowledgeDoc.getKnowledgeId())) {
+            return Result.error("知识库ID不能为空");
+        }
+        if (oConvertUtils.isEmpty(airagKnowledgeDoc.getContent())) {
+            return Result.error("内容不能为空");
+        }
+
+        // 设置默认值
+        if (oConvertUtils.isEmpty(airagKnowledgeDoc.getTitle())) {
+            // 取内容前20个字作为标题
+            String content = airagKnowledgeDoc.getContent();
+            String title = content.length() > 20 ? content.substring(0, 20) : content;
+            airagKnowledgeDoc.setTitle(title);
+        }
+
+        airagKnowledgeDoc.setType(LLMConsts.KNOWLEDGE_DOC_TYPE_TEXT);
+        // 保存并构建向量
+        return airagKnowledgeDocService.editDocument(airagKnowledgeDoc);
+    }
+
+    /**
+     * 查询记忆
+     *
+     * @param params
+     * @return
+     */
+    @Operation(summary = "查询记忆")
+    @PostMapping(value = "/plugin/query")
+    public Result<?> pluginQuery(@RequestBody Map<String, Object> params, HttpServletRequest request) {
+        String knowId = (String) params.get("knowledgeId");
+        String queryText = (String) params.get("queryText");
+        if (oConvertUtils.isEmpty(knowId)) {
+            return Result.error("知识库ID不能为空");
+        }
+        if (oConvertUtils.isEmpty(queryText)) {
+            return Result.error("查询内容不能为空");
+        }
+        LambdaQueryWrapper<AiragKnowledgeDoc> queryWrapper = new LambdaQueryWrapper<AiragKnowledgeDoc>();
+        queryWrapper.eq(AiragKnowledgeDoc::getKnowledgeId, knowId);
+        long count = airagKnowledgeDocService.count(queryWrapper);
+        if(count == 0){
+            return Result.ok("");
+        }
+        // 默认查询前5条
+        KnowledgeSearchResult searchResp = embeddingHandler.embeddingSearch(Collections.singletonList(knowId), queryText, (int) count, null);
+        return Result.ok(searchResp);
+    }
+
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/controller/AiragModelController.java

@@ -17,6 +17,7 @@ import org.jeecg.common.util.AssertUtils;
 import org.jeecg.common.util.TokenUtils;
 import org.jeecg.common.util.oConvertUtils;
 import org.jeecg.config.mybatis.MybatisPlusSaasConfig;
+import org.jeecg.modules.airag.common.handler.AIChatParams;
 import org.jeecg.modules.airag.llm.consts.LLMConsts;
 import org.jeecg.modules.airag.llm.entity.AiragModel;
 import org.jeecg.modules.airag.llm.handler.AIChatHandler;
@@ -172,11 +173,16 @@ public class AiragModelController extends JeecgController<AiragModel, IAiragMode
         try {
             if(LLMConsts.MODEL_TYPE_LLM.equals(airagModel.getModelType())){
                 aiChatHandler.completions(airagModel, Collections.singletonList(UserMessage.from("To test whether it can be successfully called, simply return success")), null);
-            }else{
+            }else if(LLMConsts.MODEL_TYPE_EMBED.equals(airagModel.getModelType())){
                 AiModelOptions aiModelOptions = EmbeddingHandler.buildModelOptions(airagModel);
                 EmbeddingModel embeddingModel = AiModelFactory.createEmbeddingModel(aiModelOptions);
                 embeddingModel.embed("test text");
+            //update-begin---author:wangshuai---date:2026-01-07---for:【QQYUN-12145】【AI】AI 绘画创作---=
+            }else if(LLMConsts.MODEL_TYPE_IMAGE.equals(airagModel.getModelType())){
+                AIChatParams aiChatParams = new AIChatParams();
+                aiChatHandler.imageGenerate(airagModel, "To test whether it can be successfully called, simply return success", aiChatParams);
             }
+            //update-end---author:wangshuai---date:2026-01-07---for:【QQYUN-12145】【AI】AI 绘画创作---
         }catch (Exception e){
             log.error("测试模型连接失败", e);
             return Result.error("测试模型连接失败，请检查模型配置是否正确！");

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/document/TikaDocumentParser.java

@@ -7,6 +7,7 @@ package org.jeecg.modules.airag.llm.document;
 
 import dev.langchain4j.data.document.BlankDocumentException;
 import dev.langchain4j.data.document.Document;
+import dev.langchain4j.data.document.parser.apache.poi.ApachePoiDocumentParser;
 import dev.langchain4j.internal.Utils;
 import org.apache.commons.io.FilenameUtils;
 import org.apache.poi.hslf.usermodel.HSLFTextParagraph;
@@ -30,7 +31,10 @@ import org.xml.sax.ContentHandler;
 
 import java.io.*;
 import java.nio.file.Files;
+import java.util.Arrays;
+import java.util.HashSet;
 import java.util.List;
+import java.util.Set;
 import java.util.function.Supplier;
 import java.util.stream.Collectors;
 
@@ -51,6 +55,8 @@ public class TikaDocumentParser {
     private final Supplier<ContentHandler> contentHandlerSupplier;
     private final Supplier<Metadata> metadataSupplier;
     private final Supplier<ParseContext> parseContextSupplier;
+    //文件前缀
+    private static final Set<String> FILE_SUFFIX = new HashSet<>(Arrays.asList("docx", "doc", "pptx", "ppt", "xlsx", "xls"));
 
     public TikaDocumentParser() {
         this((Supplier) ((Supplier) null), (Supplier) null, (Supplier) null, (Supplier) null);
@@ -71,22 +77,16 @@ public class TikaDocumentParser {
             InputStream isForParsing = Files.newInputStream(file.toPath());
             // 使用 Tika 自动检测 MIME 类型
             String fileName = file.getName().toLowerCase();
+            //后缀
+            String ext = FilenameUtils.getExtension(fileName);
             if (fileName.endsWith(".txt")
                     || fileName.endsWith(".md")
                     || fileName.endsWith(".pdf")) {
                 return extractByTika(isForParsing);
-            } else if (fileName.endsWith(".docx")) {
+            //update-begin---author:wangshuai---date:2026-01-09---for:【QQYUN-14261】【AI】AI助手，支持多模态能力- 文档---
-                return extractTextFromDocx(isForParsing);
+            } else if (FILE_SUFFIX.contains(ext.toLowerCase())) {
-            } else if (fileName.endsWith(".doc")) {
+                return parseDocExcelPdfUsingApachePoi(file);
-                return extractTextFromDoc(isForParsing);
+            //update-end---author:wangshuai---date:2026-01-09---for:【QQYUN-14261】【AI】AI助手，支持多模态能力- 文档---
-            } else if (fileName.endsWith(".xlsx")) {
-                return extractTextFromExcel(isForParsing);
-            } else if (fileName.endsWith(".xls")) {
-                return extractTextFromExcel(isForParsing);
-            } else if (fileName.endsWith(".pptx")) {
-                return extractTextFromPptx(isForParsing);
-            } else if (fileName.endsWith(".ppt")) {
-                return extractTextFromPpt(isForParsing);
             } else {
                 throw new IllegalArgumentException("不支持的文件格式: " + FilenameUtils.getExtension(fileName));
             }
@@ -95,6 +95,27 @@ public class TikaDocumentParser {
         }
     }
 
+    /**
+     * langchain4j 内部解析器
+     * @param file
+     * @return
+     */
+    public Document parseDocExcelPdfUsingApachePoi(File file) {
+        AssertUtils.assertNotEmpty("请选择文件", file);
+        try (InputStream inputStream = Files.newInputStream(file.toPath())) {
+            ApachePoiDocumentParser parser = new ApachePoiDocumentParser();
+            Document document = parser.parse(inputStream);
+            if (document == null || Utils.isNullOrBlank(document.text())) {
+                return null;
+            }
+            return document;
+        } catch (BlankDocumentException e) {
+            return null;
+        } catch (IOException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
     private static Document tryExtractDocOrDocx(InputStream inputStream) throws IOException {
         try {
             // 先尝试 DOCX（基于 OPC XML 格式）

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/entity/AiragKnowledge.java

@@ -102,4 +102,11 @@ public class AiragKnowledge implements Serializable {
     @Excel(name = "状态", width = 15)
     @Schema(description = "状态")
     private java.lang.String status;
+
+    /**
+     * 类型(knowledge知识 memory 记忆)
+     */
+    @Excel(name="类型(knowledge知识 memory 记忆)", width = 15)
+    @Schema(description = "类型(knowledge知识 memory 记忆)")
+    private java.lang.String type;
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/handler/AIChatHandler.java

@@ -12,13 +12,16 @@ import org.jeecg.ai.handler.LLMHandler;
 import org.jeecg.common.exception.JeecgBootException;
 import org.jeecg.common.util.AssertUtils;
 import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.modules.airag.common.consts.AiragConsts;
 import org.jeecg.modules.airag.common.handler.AIChatParams;
 import org.jeecg.modules.airag.common.handler.IAIChatHandler;
+import org.jeecg.modules.airag.common.handler.McpToolProviderWrapper;
 import org.jeecg.modules.airag.llm.consts.LLMConsts;
 import org.jeecg.modules.airag.llm.entity.AiragMcp;
 import org.jeecg.modules.airag.llm.entity.AiragModel;
 import org.jeecg.modules.airag.llm.mapper.AiragMcpMapper;
 import org.jeecg.modules.airag.llm.mapper.AiragModelMapper;
+import org.jeecg.config.AiRagConfigBean;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.beans.factory.annotation.Value;
 import org.springframework.stereotype.Component;
@@ -54,6 +57,8 @@ public class AIChatHandler implements IAIChatHandler {
     @Autowired
     LLMHandler llmHandler;
 
+    @Autowired
+    AiRagConfigBean aiRagConfigBean;
 
     @Value(value = "${jeecg.path.upload:}")
     private String uploadpath;
@@ -285,7 +290,7 @@ public class AIChatHandler implements IAIChatHandler {
 
         // 默认超时时间
         if(oConvertUtils.isObjectEmpty(params.getTimeout())){
-            params.setTimeout(60);
+            params.setTimeout(AiragConsts.DEFAULT_TIMEOUT);
         }
 
         //deepseek-reasoner 推理模型不支持插件tool
@@ -301,6 +306,7 @@ public class AIChatHandler implements IAIChatHandler {
     /**
      * 构造插件和MCP工具
      * for [QQYUN-12453]【AI】支持插件
+     * for [QQYUN-9234] MCP服务连接关闭 - 使用包装器保存连接引用
      * @param params
      * @author chenrui
      * @date 2025/10/31 14:04
@@ -310,6 +316,7 @@ public class AIChatHandler implements IAIChatHandler {
 
         if(oConvertUtils.isObjectNotEmpty(pluginIds)){
             List<McpToolProvider> mcpToolProviders = new ArrayList<>();
+            List<McpToolProviderWrapper> mcpToolProviderWrappers = new ArrayList<>();
             Map<ToolSpecification, ToolExecutor> pluginTools = new HashMap<>();
 
             for (String pluginId : pluginIds.stream().distinct().collect(Collectors.toList())) {
@@ -325,15 +332,18 @@ public class AIChatHandler implements IAIChatHandler {
                 }
 
                 if ("mcp".equalsIgnoreCase(category)) {
-                    // MCP类型：构建McpToolProvider
+                    // MCP类型：构建McpToolProviderWrapper（包含连接引用用于后续关闭）
-                    McpToolProvider mcpToolProvider = buildMcpToolProvider(
+                    // for [QQYUN-9234] MCP服务连接关闭
+                    McpToolProviderWrapper wrapper = buildMcpToolProviderWrapper(
                             airagMcp.getName(),
                             airagMcp.getType(),
                             airagMcp.getEndpoint(),
-                            airagMcp.getHeaders()
+                            airagMcp.getHeaders(),
+                            aiRagConfigBean.getAllowSensitiveNodes()
                     );
-                    if (mcpToolProvider != null) {
+                    if (wrapper != null) {
-                        mcpToolProviders.add(mcpToolProvider);
+                        mcpToolProviders.add(wrapper.getMcpToolProvider());
+                        mcpToolProviderWrappers.add(wrapper);
                     }
                 } else if ("plugin".equalsIgnoreCase(category)) {
                     // 插件类型：构建ToolSpecification和ToolExecutor
@@ -349,6 +359,12 @@ public class AIChatHandler implements IAIChatHandler {
                 params.setMcpToolProviders(mcpToolProviders);
             }
             
+            // 保存MCP连接包装器，用于后续关闭
+            // for [QQYUN-9234] MCP服务连接关闭
+            if (!mcpToolProviderWrappers.isEmpty()) {
+                params.setMcpToolProviderWrappers(mcpToolProviderWrappers);
+            }
+
             // 设置插件工具
             if (!pluginTools.isEmpty()) {
                 if (params.getTools() == null) {
@@ -401,5 +417,129 @@ public class AIChatHandler implements IAIChatHandler {
         return imageContents;
     }
 
+    //================================================= begin【QQYUN-12145】【AI】AI 绘画创作 ========================================
+    /**
+     * 文本生成图片
+     * @param modelId
+     * @param messages
+     * @param params
+     * @return
+     */
+    @Override
+    public List<Map<String, Object>> imageGenerate(String modelId, String messages, AIChatParams params) {
+        AssertUtils.assertNotEmpty("至少发送一条消息", messages);
+        AssertUtils.assertNotEmpty("请选择图片大模型", modelId);
+        AiragModel airagModel = airagModelMapper.getByIdIgnoreTenant(modelId);
+        return this.imageGenerate(airagModel, messages, params);
+    }
 
+    /**
+     * 文本生成图片
+     *
+     * @param airagModel
+     * @param messages
+     * @param params
+     * @return
+     */
+    public List<Map<String, Object>> imageGenerate(AiragModel airagModel, String messages, AIChatParams params) {
+        params = mergeParams(airagModel, params);
+        try {
+            return llmHandler.imageGenerate(messages, params);
+        } catch (Exception e) {
+            String errMsg = "调用绘画AI接口失败，详情请查看后台日志。";
+            if (oConvertUtils.isNotEmpty(e.getMessage())) {
+                // 根据常见异常关键字做细致翻译
+                for (Map.Entry<String, String> entry : MODEL_ERROR_MAP.entrySet()) {
+                    String key = entry.getKey();
+                    String value = entry.getValue();
+                    if (errMsg.contains(key)) {
+                        errMsg = value;
+                        break;
+                    }
+                }
+            }
+            log.error("AI模型调用异常: {}", errMsg, e);
+            throw new JeecgBootException(errMsg);
+        }
+    }
+
+
+    /**
+     * 图生图
+     * 
+     * @param modelId
+     * @param messages
+     * @param images
+     * @param params
+     * @return
+     */
+    @Override
+    public List<Map<String, Object>> imageEdit(String modelId, String messages, List<String> images, AIChatParams params) {
+        AiragModel airagModel = airagModelMapper.getByIdIgnoreTenant(modelId);
+        params = mergeParams(airagModel, params);
+        List<String> originalImageBase64List = getFirstImageBase64(images);
+        try {
+            return llmHandler.imageEdit(messages, originalImageBase64List, params);
+        } catch (Exception e) {
+            String errMsg = "调用绘画AI接口失败，详情请查看后台日志。";
+            if (oConvertUtils.isNotEmpty(e.getMessage())) {
+                // 根据常见异常关键字做细致翻译
+                for (Map.Entry<String, String> entry : MODEL_ERROR_MAP.entrySet()) {
+                    String key = entry.getKey();
+                    String value = entry.getValue();
+                    if (errMsg.contains(key)) {
+                        errMsg = value;
+                        break;
+                    }
+                }
+            }
+            log.error("AI模型调用异常: {}", errMsg, e);
+            throw new JeecgBootException(errMsg);
+        }
+    }
+
+    /**
+     * 需要将图片转换成Base64编码
+     * @param images 图片路径列表
+     * @return Base64编码字符串
+     */
+    private List<String> getFirstImageBase64(List<String> images) {
+        List<String> originalImageBase64List = new ArrayList<>();
+        if (images != null && !images.isEmpty()) {
+            for (String imageUrl : images) {
+                Matcher matcher = LLMConsts.WEB_PATTERN.matcher(imageUrl);
+                try {
+                    byte[] fileContent;
+                    if (matcher.matches()) {
+                        // 来源于网络
+                        java.net.URL url = new java.net.URL(imageUrl);
+                        java.net.URLConnection conn = url.openConnection();
+                        conn.setConnectTimeout(5000);
+                        conn.setReadTimeout(10000);
+                        try (java.io.InputStream in = conn.getInputStream()) {
+                            java.io.ByteArrayOutputStream buffer = new java.io.ByteArrayOutputStream();
+                            int nRead;
+                            byte[] data = new byte[1024];
+                            while ((nRead = in.read(data, 0, data.length)) != -1) {
+                                buffer.write(data, 0, nRead);
+                            }
+                            buffer.flush();
+                            fileContent = buffer.toByteArray();
+                        }
+                    } else {
+                        // 本地文件
+                        String filePath = uploadpath + File.separator + imageUrl;
+                        Path path = Paths.get(filePath);
+                        fileContent = Files.readAllBytes(path);
+                    }
+                    originalImageBase64List.add(Base64.getEncoder().encodeToString(fileContent));
+                } catch (Exception e) {
+                    log.error("图片读取失败: " + imageUrl, e);
+                    throw new JeecgBootException("图片读取失败: " + imageUrl);
+                }
+            }
+        }
+        return originalImageBase64List;
+    }
+    //================================================= end 【QQYUN-12145】【AI】AI 绘画创作 ========================================
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/handler/EmbeddingHandler.java

@@ -17,13 +17,17 @@ import dev.langchain4j.store.embedding.EmbeddingMatch;
 import dev.langchain4j.store.embedding.EmbeddingSearchRequest;
 import dev.langchain4j.store.embedding.EmbeddingStore;
 import dev.langchain4j.store.embedding.EmbeddingStoreIngestor;
+import dev.langchain4j.store.embedding.filter.Filter;
+import dev.langchain4j.store.embedding.filter.logical.And;
 import dev.langchain4j.store.embedding.pgvector.PgVectorEmbeddingStore;
+import jakarta.servlet.http.HttpServletRequest;
 import lombok.extern.slf4j.Slf4j;
 import org.apache.commons.io.FilenameUtils;
 import org.apache.tika.parser.AutoDetectParser;
 import org.jeecg.ai.factory.AiModelFactory;
 import org.jeecg.ai.factory.AiModelOptions;
 import org.jeecg.common.exception.JeecgBootException;
+import org.jeecg.common.system.util.JwtUtil;
 import org.jeecg.common.util.*;
 import org.jeecg.modules.airag.common.handler.IEmbeddingHandler;
 import org.jeecg.modules.airag.common.vo.knowledge.KnowledgeSearchResult;
@@ -94,11 +98,21 @@ public class EmbeddingHandler implements IEmbeddingHandler {
      */
     private static final int DEFAULT_OVERLAP_SIZE = 50;
 
+    /**
+     * 最大输出长度
+     */
+    private static final int DEFAULT_MAX_OUTPUT_CHARS = 4000;
+
     /**
      * 向量存储元数据:knowledgeId
      */
     public static final String EMBED_STORE_METADATA_KNOWLEDGEID = "knowledgeId";
 
+    /**
+     * 向量存储元数据: 用户账号
+     */
+    public static final String EMBED_STORE_METADATA_USER_NAME = "username";
+
     /**
      * 向量存储元数据:docId
      */
@@ -109,6 +123,11 @@ public class EmbeddingHandler implements IEmbeddingHandler {
      */
     public static final String EMBED_STORE_METADATA_DOCNAME = "docName";
 
+    /**
+     * 向量存储元数据：创建时间
+     */
+    public static final String EMBED_STORE_CREATE_TIME = "createTime";
+
     /**
      * 向量存储缓存
      */
@@ -175,7 +194,26 @@ public class EmbeddingHandler implements IEmbeddingHandler {
                 .build();
         Metadata metadata = Metadata.metadata(EMBED_STORE_METADATA_DOCID, doc.getId())
                 .put(EMBED_STORE_METADATA_KNOWLEDGEID, doc.getKnowledgeId())
-                .put(EMBED_STORE_METADATA_DOCNAME, FilenameUtils.getName(doc.getTitle()));
+                .put(EMBED_STORE_METADATA_DOCNAME, FilenameUtils.getName(doc.getTitle()))
+                 //初始化记忆库的时候添加创建时间选项
+                .put(EMBED_STORE_CREATE_TIME, String.valueOf(doc.getCreateTime() != null ? doc.getCreateTime().getTime() : System.currentTimeMillis()));
+        //update-begin---author:wangshuai---date:2025-12-26---for:【QQYUN-14265】【AI】支持记忆---
+        //添加用户名字到元数据里面，用于记忆库中数据隔离
+        String username = doc.getCreateBy();
+        if (oConvertUtils.isEmpty(username)) {
+            try {
+                HttpServletRequest request = SpringContextUtils.getHttpServletRequest();
+                String token = TokenUtils.getTokenByRequest(request);
+                username = JwtUtil.getUsername(token);
+            } catch (Exception e) {
+                // ignore：token获取不到默认为admin
+                username = "admin";
+            }
+        }
+        if (oConvertUtils.isNotEmpty(username)) {
+            metadata.put(EMBED_STORE_METADATA_USER_NAME, username);
+        }
+        //update-end---author:wangshuai---date:2025-12-26---for:【QQYUN-14265】【AI】支持记忆---
         Document from = Document.from(content, metadata);
         ingestor.ingest(from);
         return metadata.toMap();
@@ -208,16 +246,47 @@ public class EmbeddingHandler implements IEmbeddingHandler {
             }
         }
 
-        //命中的文档内容
         StringBuilder data = new StringBuilder();
-        // 对documents按score降序排序并取前topNumber个
+        //update-begin---author:wangshuai---date:2026-01-04---for:【QQYUN-14479】给ai的时候需要限制几个字---
-        List<Map<String, Object>> sortedDocuments = documents.stream()
+        //是否为记忆库
-                .sorted(Comparator.comparingDouble((Map<String, Object> doc) -> (Double) doc.get("score")).reversed())
+        boolean memoryMode = false;
-                .limit(topNumber)
+        //记忆库只有一个
-                .peek(doc -> data.append(doc.get("content")).append("\n"))
+        if (knowIds.size() == 1) {
+            String firstId = knowIds.get(0);
+            if (oConvertUtils.isNotEmpty(firstId)) {
+                AiragKnowledge k = airagKnowledgeMapper.getByIdIgnoreTenant(firstId);
+                memoryMode = (k != null && LLMConsts.KNOWLEDGE_TYPE_MEMORY.equalsIgnoreCase(k.getType()));
+            }
+        }
+        //如果是记忆库按照创建时间排序，如果不是按照score分值进行排序
+        List<Map<String, Object>> prepared = documents.stream()
+                .sorted(memoryMode
+                        ? Comparator.comparingLong((Map<String, Object> doc) -> oConvertUtils.getLong(doc.get(EMBED_STORE_CREATE_TIME), 0L)).reversed()
+                        : Comparator.comparingDouble((Map<String, Object> doc) -> (Double) doc.get("score")).reversed())
                 .collect(Collectors.toList());
-
+        List<Map<String, Object>> limited = new ArrayList<>();
-        return new KnowledgeSearchResult(data.toString(), sortedDocuments);
+        //将返回的结果按照最大的token进行长度限制
+        for (Map<String, Object> doc : prepared) {
+            if (limited.size() >= topNumber) {
+                break;
+            }
+            String content = oConvertUtils.getString(doc.get("content"), "");
+            int remain = DEFAULT_MAX_OUTPUT_CHARS - data.length();
+            if (remain <= 0) {
+                break;
+            }
+            //数据库中文本的长度和已经拼接的长度
+            if (content.length() <= remain) {
+                data.append(content).append("\n");
+                limited.add(doc);
+            } else {
+                data.append(content, 0, remain);
+                limited.add(doc);
+                break;
+            }
+        }
+        return new KnowledgeSearchResult(data.toString(), limited);
+        //update-end---author:wangshuai---date:2026-01-04---for:【QQYUN-14479】给ai的时候需要限制几个字---
     }
 
     /**
@@ -244,11 +313,31 @@ public class EmbeddingHandler implements IEmbeddingHandler {
 
         topNumber = oConvertUtils.getInteger(topNumber, modelOp.getTopNumber());
         similarity = oConvertUtils.getDou(similarity, modelOp.getSimilarity());
+        
+        //update-begin---author:wangshuai---date:2025-12-26---for:【QQYUN-14265】【AI】支持记忆---
+        Filter filter = metadataKey(EMBED_STORE_METADATA_KNOWLEDGEID).isEqualTo(knowId);
+
+        // 记忆库的时候需要根据用户隔离
+        if (LLMConsts.KNOWLEDGE_TYPE_MEMORY.equalsIgnoreCase(knowledge.getType())) {
+            try {
+                HttpServletRequest request = SpringContextUtils.getHttpServletRequest();
+                String token = TokenUtils.getTokenByRequest(request);
+                String username = JwtUtil.getUsername(token);
+                if (oConvertUtils.isNotEmpty(username)) {
+                    filter = new And(filter, metadataKey(EMBED_STORE_METADATA_USER_NAME).isEqualTo(username));
+                }
+            } catch (Exception e) {
+                // ignore
+                log.info("构建过滤器异常,{}",e.getMessage());
+            }
+        }
+        //update-end---author:wangshuai---date:2025-12-26---for:【QQYUN-14265】【AI】支持记忆---
+        
         EmbeddingSearchRequest embeddingSearchRequest = EmbeddingSearchRequest.builder()
                 .queryEmbedding(queryEmbedding)
                 .maxResults(topNumber)
                 .minScore(similarity)
-                .filter(metadataKey(EMBED_STORE_METADATA_KNOWLEDGEID).isEqualTo(knowId))
+                .filter(filter)
                 .build();
 
         EmbeddingStore<TextSegment> embeddingStore = getEmbedStore(model);
@@ -262,6 +351,9 @@ public class EmbeddingHandler implements IEmbeddingHandler {
                 Metadata metadata = matchRes.embedded().metadata();
                 data.put("chunk", metadata.getInteger("index"));
                 data.put(EMBED_STORE_METADATA_DOCNAME, metadata.getString(EMBED_STORE_METADATA_DOCNAME));
+                //查询返回的时候增加创建时间，用于排序
+                String ct = metadata.getString(EMBED_STORE_CREATE_TIME);
+                data.put(EMBED_STORE_CREATE_TIME, ct);
                 return data;
             }).collect(Collectors.toList());
         }
@@ -295,13 +387,32 @@ public class EmbeddingHandler implements IEmbeddingHandler {
             EmbeddingStore<TextSegment> embeddingStore = getEmbedStore(model);
             topNumber = oConvertUtils.getInteger(topNumber, 5);
             similarity = oConvertUtils.getDou(similarity, 0.75);
+
+            //update-begin---author:wangshuai---date:2025-12-26---for:【QQYUN-14265】【AI】支持记忆---
+            Filter filter = metadataKey(EMBED_STORE_METADATA_KNOWLEDGEID).isEqualTo(knowId);
+            // 记忆库的时候需要根据用户隔离
+            if (LLMConsts.KNOWLEDGE_TYPE_MEMORY.equalsIgnoreCase(knowledge.getType())) {
+                try {
+                    HttpServletRequest request = SpringContextUtils.getHttpServletRequest();
+                    String token = TokenUtils.getTokenByRequest(request);
+                    String username = JwtUtil.getUsername(token);
+                    if (oConvertUtils.isNotEmpty(username)) {
+                        filter = new And(filter, metadataKey(EMBED_STORE_METADATA_USER_NAME).isEqualTo(username));
+                    }
+                } catch (Exception e) {
+                    // ignore
+                    log.info("构建过滤器异常,{}",e.getMessage());
+                }
+            }
+            //update-end---author:wangshuai---date:2025-12-26---for:【QQYUN-14265】【AI】支持记忆---
+            
             // 构建一个嵌入存储内容检索器，用于从嵌入存储中检索内容
             EmbeddingStoreContentRetriever contentRetriever = EmbeddingStoreContentRetriever.builder()
                     .embeddingStore(embeddingStore)
                     .embeddingModel(embeddingModel)
                     .maxResults(topNumber)
                     .minScore(similarity)
-                    .filter(metadataKey(EMBED_STORE_METADATA_KNOWLEDGEID).isEqualTo(knowId))
+                    .filter(filter)
                     .build();
             retrievers.add(contentRetriever);
         }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/handler/PluginToolBuilder.java

@@ -12,6 +12,8 @@ import org.jeecg.common.util.CommonUtils;
 import org.jeecg.common.util.RestUtil;
 import org.jeecg.common.util.TokenUtils;
 import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.modules.airag.common.consts.AiragConsts;
+import org.jeecg.modules.airag.flow.component.ToolsNode;
 import org.jeecg.modules.airag.llm.entity.AiragMcp;
 import org.springframework.http.HttpHeaders;
 import org.springframework.http.HttpMethod;
@@ -51,8 +53,9 @@ public class PluginToolBuilder {
             }
 
             String baseUrl = airagMcp.getEndpoint();
+            boolean isEmptyBaseUrl = oConvertUtils.isEmpty(baseUrl);
             // 如果baseUrl为空，使用当前系统地址
-            if (oConvertUtils.isEmpty(baseUrl)) {
+            if (isEmptyBaseUrl) {
                 if (currentHttpRequest != null) {
                     baseUrl = CommonUtils.getBaseUrl(currentHttpRequest);
                     log.info("插件[{}]的BaseURL为空，使用系统地址: {}", airagMcp.getName(), baseUrl);
@@ -65,6 +68,9 @@ public class PluginToolBuilder {
             // 解析headers
             Map<String, String> headersMap = parseHeaders(airagMcp.getHeaders());
 
+            // 判断是否需要加签
+            boolean isNeedSign = isEmptyBaseUrl && ToolsNode.Helper.checkNeedSign(headersMap);
+
             // 解析并应用授权配置（从metadata中读取）
             applyAuthConfig(headersMap, airagMcp.getMetadata(), currentHttpRequest);
 
@@ -76,7 +82,7 @@ public class PluginToolBuilder {
 
                 try {
                     ToolSpecification spec = buildToolSpecification(toolConfig);
-                    ToolExecutor executor = buildToolExecutor(toolConfig, baseUrl, headersMap);
+                    ToolExecutor executor = buildToolExecutor(toolConfig, baseUrl, headersMap, isNeedSign);
                     if (spec != null && executor != null) {
                         tools.put(spec, executor);
                     }
@@ -187,7 +193,7 @@ public class PluginToolBuilder {
     /**
      * 构建ToolExecutor
      */
-    private static ToolExecutor buildToolExecutor(JSONObject toolConfig, String baseUrl, Map<String, String> defaultHeaders) {
+    private static ToolExecutor buildToolExecutor(JSONObject toolConfig, String baseUrl, Map<String, String> defaultHeaders, boolean isNeedSign) {
         String path = toolConfig.getString("path");
         String method = toolConfig.getString("method");
         JSONArray parameters = toolConfig.getJSONArray("parameters");
@@ -215,8 +221,13 @@ public class PluginToolBuilder {
                 JSONObject urlVariables = buildUrlVariables(parameters, args);
                 Object body = buildRequestBody(parameters, args, httpHeaders);
 
-                // 发送HTTP请求
+                if (isNeedSign) {
-                ResponseEntity<String> response = RestUtil.request(url, httpMethod, httpHeaders, urlVariables, body, String.class);
+                    // 发送请求前加签
+                    ToolsNode.Helper.applySignature(url, httpHeaders, urlVariables, body);
+                }
+
+                // 发送HTTP请求,增加超时时间
+                ResponseEntity<String> response = RestUtil.request(url, httpMethod, httpHeaders, urlVariables, body, String.class, AiragConsts.DEFAULT_TIMEOUT * 1000);
 
                 // 直接返回原始响应字符串，不进行解析
                 return response.getBody() != null ? response.getBody() : "";
@@ -335,10 +346,16 @@ public class PluginToolBuilder {
             if (isQueryParam || !isOtherType) {
                 Object value = args.get(paramName);
                 if (value != null) {
+                    //如果是知识库的id赋值默认值
+                    if ("knowledgeId".equalsIgnoreCase(paramName)) {
+                        String defaultValue = param.getString("defaultValue");
+                        urlVariables.put(paramName, defaultValue);
+                    } else {
                         urlVariables.put(paramName, value);
                     }
                 }
             }
+        }
 
         return urlVariables.isEmpty() ? null : urlVariables;
     }
@@ -392,7 +409,13 @@ public class PluginToolBuilder {
 
                 Object value = args.get(paramName);
                 if (value != null) {
+                    //如果是知识库的id赋值默认值
+                    if ("knowledgeId".equalsIgnoreCase(paramName)) {
+                        String defaultValue = param.getString("defaultValue");
+                        body.put(paramName, defaultValue);
+                    } else {
                         body.put(paramName, value);
+                    }
                 } else {
                     // 检查是否有默认值
                     String defaultValue = param.getString("defaultValue");

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/service/IAiragFlowPluginService.java

@@ -0,0 +1,19 @@
+package org.jeecg.modules.airag.llm.service;
+
+import java.util.Map;
+
+/**
+ * @Description: 获取流程mcp服务
+ * @Author: wangshuai
+ * @Date: 2025-12-22 15:34:20
+ * @Version: V1.0
+ */
+public interface IAiragFlowPluginService {
+
+    /**
+     * 同步所有启用的流程到MCP插件配置
+     *
+     * @param flowIds 多个流程id
+     */
+    Map<String, Object> getFlowsToPlugin(String flowIds);
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/service/IAiragKnowledgeService.java

@@ -3,6 +3,8 @@ package org.jeecg.modules.airag.llm.service;
 import com.baomidou.mybatisplus.extension.service.IService;
 import org.jeecg.modules.airag.llm.entity.AiragKnowledge;
 
+import java.util.Map;
+
 /**
  * AIRag知识库
  *
@@ -11,4 +13,12 @@ import org.jeecg.modules.airag.llm.entity.AiragKnowledge;
  * @Version: V1.0
  */
 public interface IAiragKnowledgeService extends IService<AiragKnowledge> {
+    
+    /**
+     * 构建知识库的工具
+     * 
+     * @param memoryId
+     * @return Map<String, Object>
+     */
+    Map<String, Object> getPluginMemory(String memoryId);
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/service/impl/AiragBaseApiImpl.java

@@ -0,0 +1,45 @@
+package org.jeecg.modules.airag.llm.service.impl;
+
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.common.airag.api.IAiragBaseApi;
+import org.jeecg.common.api.vo.Result;
+import org.jeecg.common.exception.JeecgBootBizTipException;
+import org.jeecg.common.util.AssertUtils;
+import org.jeecg.modules.airag.llm.consts.LLMConsts;
+import org.jeecg.modules.airag.llm.entity.AiragKnowledgeDoc;
+import org.jeecg.modules.airag.llm.service.IAiragKnowledgeDocService;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.context.annotation.Primary;
+import org.springframework.stereotype.Service;
+
+/**
+ * airag baseAPI 实现类
+ */
+@Slf4j
+@Primary
+@Service("airagBaseApiImpl")
+public class AiragBaseApiImpl implements IAiragBaseApi {
+
+    @Autowired
+    private IAiragKnowledgeDocService airagKnowledgeDocService;
+
+    @Override
+    public String knowledgeWriteTextDocument(String knowledgeId, String title, String content) {
+        AssertUtils.assertNotEmpty("知识库ID不能为空", knowledgeId);
+        AssertUtils.assertNotEmpty("写入内容不能为空", content);
+        AiragKnowledgeDoc knowledgeDoc = new AiragKnowledgeDoc();
+        knowledgeDoc.setKnowledgeId(knowledgeId);
+        knowledgeDoc.setTitle(title);
+        knowledgeDoc.setType(LLMConsts.KNOWLEDGE_DOC_TYPE_TEXT);
+        knowledgeDoc.setContent(content);
+        Result<?> result = airagKnowledgeDocService.editDocument(knowledgeDoc);
+        if (!result.isSuccess()) {
+            throw new JeecgBootBizTipException(result.getMessage());
+        }
+        if (knowledgeDoc.getId() == null) {
+            throw new JeecgBootBizTipException("知识库文档ID为空");
+        }
+        log.info("[AI-KNOWLEDGE] 文档写入完成，知识库:{}, 文档ID:{}", knowledgeId, knowledgeDoc.getId());
+        return knowledgeDoc.getId();
+    }
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/service/impl/AiragFlowPluginServiceImpl.java

@@ -0,0 +1,231 @@
+package org.jeecg.modules.airag.llm.service.impl;
+
+import com.alibaba.fastjson.JSONArray;
+import com.alibaba.fastjson.JSONObject;
+import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
+import dev.langchain4j.agent.tool.ToolSpecification;
+import dev.langchain4j.service.tool.ToolExecutor;
+import jakarta.servlet.http.HttpServletRequest;
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.common.constant.CommonConstant;
+import org.jeecg.common.constant.SymbolConstant;
+import org.jeecg.common.util.SpringContextUtils;
+import org.jeecg.common.util.TokenUtils;
+import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.modules.airag.flow.consts.FlowConsts;
+import org.jeecg.modules.airag.flow.entity.AiragFlow;
+import org.jeecg.modules.airag.flow.service.IAiragFlowService;
+import org.jeecg.modules.airag.flow.vo.api.SubFlowResult;
+import org.jeecg.modules.airag.flow.vo.flow.config.FlowNodeConfig;
+import org.jeecg.modules.airag.llm.consts.FlowPluginContent;
+import org.jeecg.modules.airag.llm.entity.AiragMcp;
+import org.jeecg.modules.airag.llm.handler.PluginToolBuilder;
+import org.jeecg.modules.airag.llm.service.IAiragFlowPluginService;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.*;
+
+/**
+ * @Description: 流程同步到MCP服务实现类
+ * @Author: wangshuai
+ * @Date: 2025-12-22
+ * @Version: V1.0
+ */
+@Service
+@Slf4j
+public class AiragFlowPluginServiceImpl implements IAiragFlowPluginService {
+
+    @Autowired
+    private IAiragFlowService airagFlowService;
+
+    @Override
+    public Map<String, Object> getFlowsToPlugin(String flowIds) {
+        log.info("开始构建流程插件");
+        // 1. 查询所有启用的流程
+        LambdaQueryWrapper<AiragFlow> queryWrapper = new LambdaQueryWrapper<>();
+        queryWrapper.eq(AiragFlow::getStatus, FlowConsts.FLOW_STATUS_ENABLE);
+        queryWrapper.in(AiragFlow::getId, Arrays.asList(flowIds.split(SymbolConstant.COMMA)));
+        List<AiragFlow> flows = airagFlowService.list(queryWrapper);
+        HttpServletRequest httpServletRequest = SpringContextUtils.getHttpServletRequest();
+        if (flows.isEmpty()) {
+            log.info("当前应用所选流程没有启用的流程");
+            return null;
+        }
+        //返回数据
+        Map<String, Object> result = new HashMap<>();
+        //插件
+        //插件id
+        AiragMcp tool = new AiragMcp();
+        // 2. 构建插件
+        String id = UUID.randomUUID().toString().replace("-", "");
+        tool.setId(id);
+        // 插件名称
+        tool.setName(FlowPluginContent.PLUGIN_NAME);
+        // 描述
+        tool.setDescr(FlowPluginContent.PLUGIN_DESC);
+        tool.setStatus(FlowConsts.FLOW_STATUS_ENABLE);
+        tool.setSynced(CommonConstant.STATUS_1_INT);
+        tool.setCategory("plugin");
+        tool.setEndpoint("");
+        int toolCount = 0;
+        //构建拆件工具
+        for (AiragFlow flow : flows) {
+            try {
+
+                SubFlowResult subFlow = new SubFlowResult(flow);
+                // 获取入参参数
+                JSONArray parameter = getInputParameter(flow, subFlow);
+                // 获取出参参数
+                JSONArray outParams = getOutputParameter(flow, subFlow);
+                // name必须符合 ^[a-zA-Z0-9_-]+$
+                String validToolName = "flow_" + flow.getId();
+                // 将原始名称拼接到描述中
+                String description = flow.getName();
+                if (oConvertUtils.isNotEmpty(flow.getDescr())) {
+                    description += " : " + flow.getDescr();
+                }
+                //构造工具参数
+                String flowTool = buildParameter(parameter, outParams, flow.getId(), tool.getTools(), validToolName, description);
+                tool.setTools(flowTool);
+                toolCount++;
+            } catch (Exception e) {
+                log.error("处理流程[{}]转换插件失败: {}", flow.getName(), e.getMessage());
+            }
+        }
+        String tenantId = TokenUtils.getTenantIdByRequest(httpServletRequest);
+        //构建元数据（请求头）
+        String meataData = buildMetadata(toolCount, tenantId);
+        tool.setMetadata(meataData);
+        Map<ToolSpecification, ToolExecutor> tools = PluginToolBuilder.buildTools(tool, httpServletRequest);
+        result.put("pluginTool", tools);
+        result.put("pluginId", id);
+        log.info("构建流程插件结束");
+        return result;
+    }
+
+    /**
+     * 构建元数据
+     *
+     * @param toolCount
+     * @param tenantId
+     */
+    private String buildMetadata(int toolCount, String tenantId) {
+        JSONObject jsonObject = new JSONObject();
+        jsonObject.put(FlowPluginContent.TOKEN_PARAM_NAME, FlowPluginContent.X_ACCESS_TOKEN);
+        jsonObject.put(FlowPluginContent.TOOL_COUNT, toolCount);
+        jsonObject.put(FlowPluginContent.AUTH_TYPE, FlowPluginContent.TOKEN);
+        jsonObject.put(FlowPluginContent.TOKEN_PARAM_VALUE, "");
+        jsonObject.put(CommonConstant.TENANT_ID, oConvertUtils.getInt(tenantId, 0));
+        return jsonObject.toJSONString();
+    }
+
+    /**
+     * 构建参数
+     *
+     * @param parameter
+     * @param outParams
+     * @param flowId
+     * @param tools
+     * @param description
+     * @param name
+     */
+    private String buildParameter(JSONArray parameter, JSONArray outParams, String flowId, String tools, String name, String description) {
+        JSONArray paramArray = new JSONArray();
+        JSONObject parameterObject = new JSONObject();
+        parameterObject.put(FlowPluginContent.NAME, name);
+        parameterObject.put(FlowPluginContent.DESCRIPTION, description);
+        parameterObject.put(FlowPluginContent.PATH, FlowPluginContent.PLUGIN_REQUEST_URL + flowId);
+        parameterObject.put(FlowPluginContent.METHOD, FlowPluginContent.POST);
+        parameterObject.put(FlowPluginContent.ENABLED, true);
+        parameterObject.put(FlowPluginContent.PARAMETERS, parameter);
+        parameterObject.put(FlowPluginContent.RESPONSES, outParams);
+        if (oConvertUtils.isNotEmpty(tools)) {
+            paramArray = JSONArray.parseArray(tools);
+            paramArray.add(parameterObject);
+        } else {
+            paramArray.add(parameterObject);
+        }
+        return paramArray.toJSONString();
+    }
+
+    /**
+     * 获取参数
+     *
+     * @param flow
+     * @param subFlow
+     */
+    private JSONArray getInputParameter(AiragFlow flow, SubFlowResult subFlow) {
+        JSONArray parameters = new JSONArray();
+        String metadata = flow.getMetadata();
+        if (oConvertUtils.isNotEmpty(metadata)) {
+            JSONObject jsonObject = JSONObject.parseObject(metadata);
+            if (jsonObject.containsKey(FlowPluginContent.INPUTS)) {
+                JSONArray jsonArray = jsonObject.getJSONArray(FlowPluginContent.INPUTS);
+                jsonArray.forEach(item -> {
+                    if (oConvertUtils.isNotEmpty(item.toString())) {
+                        JSONObject json = JSONObject.parseObject(item.toString());
+                        json.put(FlowPluginContent.LOCATION, FlowPluginContent.LOCATION_BODY);
+                    }
+                });
+                parameters.addAll(jsonArray);
+            }
+        }
+        //需要获取子流程的参数，子流程的参数是单独封装的，否则在流程执行的时候会报错缺少参数
+        List<FlowNodeConfig.NodeParam> inputParams = subFlow.getInputParams();
+        if (inputParams != null) {
+            for (FlowNodeConfig.NodeParam param : inputParams) {
+                JSONObject p = new JSONObject();
+                // 参数名
+                p.put(FlowPluginContent.NAME, param.getField());
+                String paramDesc = param.getName();
+                if (oConvertUtils.isEmpty(paramDesc)) {
+                    paramDesc = param.getField();
+                }
+                // 参数描述
+                p.put(FlowPluginContent.DESCRIPTION, paramDesc);
+                // 类型
+                p.put(FlowPluginContent.TYPE, oConvertUtils.getString(param.getType(), FlowPluginContent.TYPE_STRING));
+                // 所有参数都在Body中
+                p.put(FlowPluginContent.LOCATION, FlowPluginContent.LOCATION_BODY);
+                boolean required = param.getRequired() != null && param.getRequired();
+                p.put(FlowPluginContent.REQUIRED, required);
+                parameters.add(p);
+            }
+        }
+        return parameters;
+    }
+
+    /**
+     * 构建返回值
+     */
+    private JSONArray getOutputParameter(AiragFlow flow, SubFlowResult subFlow) {
+        JSONArray parameters = new JSONArray();
+        String metadata = flow.getMetadata();
+        if (oConvertUtils.isNotEmpty(metadata)) {
+            JSONObject jsonObject = JSONObject.parseObject(metadata);
+            if (jsonObject.containsKey(FlowPluginContent.OUTPUTS)) {
+                JSONArray jsonArray = jsonObject.getJSONArray(FlowPluginContent.OUTPUTS);
+                parameters.addAll(jsonArray);
+            }
+        }
+//        List<FlowNodeConfig.NodeParam> outputParams = subFlow.getOutputParams();
+//        if (outputParams != null) {
+//            for (FlowNodeConfig.NodeParam param : outputParams) {
+//                JSONObject p = new JSONObject();
+//                // 参数名
+//                p.put("name", param.getField());
+//                String paramDesc = param.getName();
+//                if (oConvertUtils.isEmpty(paramDesc)) {
+//                    paramDesc = param.getField();
+//                }
+//                // 参数描述
+//                p.put("description", paramDesc);
+//                // 类型
+//                p.put("type", oConvertUtils.getString(param.getType(), "String"));
+//                parameters.add(p);
+//            }
+//        }
+        return parameters;
+    }
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/service/impl/AiragKnowledgeDocServiceImpl.java

@@ -131,7 +131,6 @@ public class AiragKnowledgeDocServiceImpl extends ServiceImpl<AiragKnowledgeDocM
         List<AiragKnowledgeDoc> docList = airagKnowledgeDocMapper.selectBatchIds(docIdList);
         AssertUtils.assertNotEmpty("文档不存在", docList);
 
-        HttpServletRequest request = SpringContextUtils.getHttpServletRequest();
         // 检查状态
         List<AiragKnowledgeDoc> knowledgeDocs = docList.stream()
                 .filter(doc -> {
@@ -330,6 +329,7 @@ public class AiragKnowledgeDocServiceImpl extends ServiceImpl<AiragKnowledgeDocM
                 if (File.separator.equals("\\")) {
                     // Windows path handling
                     String escapedPath = uploadpath.replace("//", "\\\\");
+                    escapedPath = escapedPath.replace("/", "\\\\");
                     relativePath = uploadedFile.getPath().replaceFirst("^" + escapedPath, "");
                 } else {
                     // Unix path handling

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/service/impl/AiragKnowledgeServiceImpl.java

@@ -1,18 +1,215 @@
 package org.jeecg.modules.airag.llm.service.impl;
 
+import com.alibaba.fastjson.JSONArray;
+import com.alibaba.fastjson.JSONObject;
 import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
+import dev.langchain4j.agent.tool.ToolSpecification;
+import dev.langchain4j.service.tool.ToolExecutor;
+import jakarta.servlet.http.HttpServletRequest;
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.common.constant.CommonConstant;
+import org.jeecg.common.util.DateUtils;
+import org.jeecg.common.util.SpringContextUtils;
+import org.jeecg.common.util.TokenUtils;
+import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.modules.airag.flow.consts.FlowConsts;
+import org.jeecg.modules.airag.llm.consts.FlowPluginContent;
 import org.jeecg.modules.airag.llm.entity.AiragKnowledge;
+import org.jeecg.modules.airag.llm.entity.AiragMcp;
+import org.jeecg.modules.airag.llm.handler.PluginToolBuilder;
 import org.jeecg.modules.airag.llm.mapper.AiragKnowledgeMapper;
 import org.jeecg.modules.airag.llm.service.IAiragKnowledgeService;
 import org.springframework.stereotype.Service;
 
+import java.util.HashMap;
+import java.util.Map;
+
 /**
  * @Description: AIRag知识库
  * @Author: jeecg-boot
  * @Date: 2025-02-18
  * @Version: V1.0
  */
+@Slf4j
 @Service
 public class AiragKnowledgeServiceImpl extends ServiceImpl<AiragKnowledgeMapper, AiragKnowledge> implements IAiragKnowledgeService {
     
+    @Override
+    public Map<String, Object> getPluginMemory(String memoryId) {
+        //step 1获取知识库
+        AiragKnowledge airagKnowledge = this.baseMapper.selectById(memoryId);
+        if(airagKnowledge == null){
+            return null;
+        }
+        return this.getKnowledgeToPlugin(memoryId,airagKnowledge.getDescr());
+    }
+
+    /**
+     * 获取插件信息
+     *
+     * @param knowledgeId
+     * @param descr
+     * @return
+     */
+    public Map<String, Object> getKnowledgeToPlugin(String knowledgeId, String descr) {
+        //step1 构建插件
+        log.info("开始构建记忆库插件");
+        if (oConvertUtils.isEmpty(knowledgeId)) {
+            return null;
+        }
+
+        HttpServletRequest httpServletRequest = SpringContextUtils.getHttpServletRequest();
+
+        //返回数据
+        Map<String, Object> result = new HashMap<>();
+        //插件
+        //插件id
+        AiragMcp tool = new AiragMcp();
+        // 2. 构建插件
+        tool.setId(knowledgeId);
+        // 插件名称
+        tool.setName(FlowPluginContent.PLUGIN_MEMORY_NAME);
+        // 描述
+        tool.setDescr(FlowPluginContent.PLUGIN_MEMORY_DESC);
+        tool.setStatus(FlowConsts.FLOW_STATUS_ENABLE);
+        tool.setSynced(CommonConstant.STATUS_1_INT);
+        tool.setCategory("plugin");
+        tool.setEndpoint("");
+
+        JSONArray toolsArray = new JSONArray();
+        // 添加记忆
+        toolsArray.add(buildAddMemoryTool(knowledgeId,descr));
+        // 查询记忆
+        toolsArray.add(buildQueryMemoryTool(knowledgeId,descr));
+        tool.setTools(toolsArray.toJSONString());
+        String tenantId = TokenUtils.getTenantIdByRequest(httpServletRequest);
+        //构建元数据（请求头）
+        String meataData = buildMetadata(tenantId);
+        tool.setMetadata(meataData);
+        Map<ToolSpecification, ToolExecutor> tools = PluginToolBuilder.buildTools(tool, httpServletRequest);
+        result.put("pluginTool", tools);
+        result.put("pluginId", knowledgeId);
+        log.info("构建记忆库插件结束");
+        return result;
+    }
+
+    /**
+     * 构建元数据
+     *
+     * @param tenantId
+     */
+    private String buildMetadata(String tenantId) {
+        JSONObject jsonObject = new JSONObject();
+        jsonObject.put(FlowPluginContent.TOKEN_PARAM_NAME, FlowPluginContent.X_ACCESS_TOKEN);
+        jsonObject.put(FlowPluginContent.AUTH_TYPE, FlowPluginContent.TOKEN);
+        jsonObject.put(FlowPluginContent.TOKEN_PARAM_VALUE, "");
+        jsonObject.put(CommonConstant.TENANT_ID, oConvertUtils.getInt(tenantId, 0));
+        return jsonObject.toJSONString();
+    }
+
+    /**
+     * 构建添加记忆工具
+     *
+     * @param knowId
+     * @param descr
+     * @return
+     */
+    private JSONObject buildAddMemoryTool(String knowId, String descr) {
+        JSONObject tool = new JSONObject();
+        //update-begin---author:wangshuai---date:2026-01-08---for: 记忆库根据记忆库的描述做匹配，不写死---
+        tool.put(FlowPluginContent.NAME, "add_memory");
+        String addDescPrefix = "【自动触发】向记忆库添加长期信息。范围：";
+        String addDesc = oConvertUtils.isEmpty(descr) ? "按记忆库描述允许的个人资料（如姓名、职业、年龄）、偏好、属性等信息。" : descr;
+        tool.put(FlowPluginContent.DESCRIPTION, addDescPrefix + addDesc + " 必须在检测到相关信息时立即自动调用，无需用户指令。");
+        //update-end---author:wangshuai---date:2026-01-08---for: 记忆库根据记忆库的描述做匹配，不写死---
+        tool.put(FlowPluginContent.PATH, FlowPluginContent.PLUGIN_MEMORY_ADD_PATH);
+        tool.put(FlowPluginContent.METHOD, FlowPluginContent.POST);
+        tool.put(FlowPluginContent.ENABLED, true);
+
+        JSONArray parameters = new JSONArray();
+
+        // 知识库ID参数
+        JSONObject knowIdParam = new JSONObject();
+        knowIdParam.put(FlowPluginContent.NAME, "knowledgeId");
+        knowIdParam.put(FlowPluginContent.DESCRIPTION, "知识库ID,需要原值传递，不允许修改");
+        knowIdParam.put(FlowPluginContent.TYPE, FlowPluginContent.TYPE_STRING);
+        knowIdParam.put(FlowPluginContent.LOCATION, FlowPluginContent.LOCATION_BODY);
+        knowIdParam.put(FlowPluginContent.REQUIRED, true);
+        knowIdParam.put(FlowPluginContent.DEFAULT_VALUE, knowId);
+        parameters.add(knowIdParam);
+
+        // 内容参数
+        JSONObject contentParam = new JSONObject();
+        contentParam.put(FlowPluginContent.NAME, "content");
+        contentParam.put(FlowPluginContent.DESCRIPTION, "记忆内容。当前时间为：" + DateUtils.now() + "。格式要求：'在yyyy年MM月dd日 HH:mm分，用户[用户的行为/问题]，assistant[助手的回答/反应]。'");
+        contentParam.put(FlowPluginContent.TYPE, FlowPluginContent.TYPE_STRING);
+        contentParam.put(FlowPluginContent.LOCATION, FlowPluginContent.LOCATION_BODY);
+        contentParam.put(FlowPluginContent.REQUIRED, true);
+        parameters.add(contentParam);
+
+        // 标题参数
+        JSONObject titleParam = new JSONObject();
+        titleParam.put(FlowPluginContent.NAME, "title");
+        titleParam.put(FlowPluginContent.DESCRIPTION, "记忆标题");
+        titleParam.put(FlowPluginContent.TYPE, FlowPluginContent.TYPE_STRING);
+        titleParam.put(FlowPluginContent.LOCATION, FlowPluginContent.LOCATION_BODY);
+        titleParam.put(FlowPluginContent.REQUIRED, false);
+        parameters.add(titleParam);
+        tool.put(FlowPluginContent.PARAMETERS, parameters);
+
+        // 响应
+        JSONArray responses = new JSONArray();
+        tool.put(FlowPluginContent.RESPONSES, responses);
+
+        return tool;
+    }
+
+    /**
+     * 构建查询记忆工具
+     *
+     * @param knowId
+     * @param descr
+     * @return
+     */
+    private JSONObject buildQueryMemoryTool(String knowId, String descr) {
+        JSONObject tool = new JSONObject();
+        //update-begin---author:wangshuai---date:2026-01-08---for: 记忆库根据记忆库的描述做匹配，不写死---
+        String addDescPrefix = "【自动触发】向记忆库检索信息。范围：";
+        String addDesc = oConvertUtils.isEmpty(descr) ? "按记忆库描述允许的个人资料（如姓名、职业、年龄）、偏好、属性等信息。" : descr;
+        tool.put(FlowPluginContent.NAME, "query_memory");
+        tool.put(FlowPluginContent.DESCRIPTION, addDescPrefix + addDesc + " 必须在检测到相关信息时立即自动调用，无需用户指令。");
+        //update-end---author:wangshuai---date:2026-01-08---for: 记忆库根据记忆库的描述做匹配，不写死---
+        tool.put(FlowPluginContent.PATH, FlowPluginContent.PLUGIN_MEMORY_QUERY_PATH);
+        tool.put(FlowPluginContent.METHOD, FlowPluginContent.POST);
+        tool.put(FlowPluginContent.ENABLED, true);
+
+        JSONArray parameters = new JSONArray();
+
+        // 知识库ID参数
+        JSONObject knowIdParam = new JSONObject();
+        knowIdParam.put(FlowPluginContent.NAME, "knowledgeId");
+        knowIdParam.put(FlowPluginContent.DESCRIPTION, "知识库ID,需要原值传递，不允许修改");
+        knowIdParam.put(FlowPluginContent.TYPE, FlowPluginContent.TYPE_STRING);
+        knowIdParam.put(FlowPluginContent.LOCATION, FlowPluginContent.LOCATION_BODY);
+        knowIdParam.put(FlowPluginContent.REQUIRED, true);
+        knowIdParam.put(FlowPluginContent.DEFAULT_VALUE, knowId);
+        parameters.add(knowIdParam);
+
+        // 查询内容参数
+        JSONObject queryTextParam = new JSONObject();
+        queryTextParam.put(FlowPluginContent.NAME, "queryText");
+        queryTextParam.put(FlowPluginContent.DESCRIPTION, "查询内容");
+        queryTextParam.put(FlowPluginContent.TYPE, FlowPluginContent.TYPE_STRING);
+        queryTextParam.put(FlowPluginContent.LOCATION, FlowPluginContent.LOCATION_BODY);
+        queryTextParam.put(FlowPluginContent.REQUIRED, true);
+        parameters.add(queryTextParam);
+        
+        tool.put(FlowPluginContent.PARAMETERS, parameters);
+        // 响应
+        JSONArray responses = new JSONArray();
+        tool.put(FlowPluginContent.RESPONSES, responses);
+
+        return tool;
+    }
+
 }

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/llm/service/impl/AiragMcpServiceImpl.java

@@ -10,11 +10,14 @@ import dev.langchain4j.agent.tool.ToolSpecification;
 import dev.langchain4j.mcp.client.DefaultMcpClient;
 import dev.langchain4j.mcp.client.McpClient;
 import dev.langchain4j.mcp.client.transport.http.HttpMcpTransport;
+import dev.langchain4j.mcp.client.transport.http.StreamableHttpMcpTransport;
+import dev.langchain4j.mcp.client.transport.stdio.StdioMcpTransport;
 import dev.langchain4j.model.chat.request.json.*;
 import lombok.extern.slf4j.Slf4j;
 import org.jeecg.common.api.vo.Result;
 import org.jeecg.common.constant.CommonConstant;
 import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.config.AiRagConfigBean;
 import org.jeecg.modules.airag.llm.entity.AiragMcp;
 import org.jeecg.modules.airag.llm.mapper.AiragMcpMapper;
 import org.jeecg.modules.airag.llm.service.IAiragMcpService;
@@ -22,6 +25,7 @@ import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
 
 import java.lang.reflect.Method;
+import java.time.Duration;
 import java.util.*;
 import java.util.stream.Collectors;
 
@@ -31,12 +35,15 @@ import java.util.stream.Collectors;
  * @Date: 2025-10-20
  * @Version: V1.0
  */
-@Service("airagMcpServiceImpl")
 @Slf4j
+@SuppressWarnings("removal")
+@Service("airagMcpServiceImpl")
 public class AiragMcpServiceImpl extends ServiceImpl<AiragMcpMapper, AiragMcp> implements IAiragMcpService {
 
     @Autowired
     private ObjectMapper objectMapper; // 使用全局配置的 Jackson ObjectMapper
+    @Autowired
+    private AiRagConfigBean aiRagConfigBean;
 
     /**
      * 新增或编辑Mcpserver
@@ -125,7 +132,7 @@ public class AiragMcpServiceImpl extends ServiceImpl<AiragMcpMapper, AiragMcp> i
         Map<String, String> headers = null;
         if (oConvertUtils.isNotEmpty(mcp.getHeaders())) {
             try {
-                headers = JSONObject.parseObject(mcp.getHeaders(), Map.class);
+                headers = JSONObject.parseObject(mcp.getHeaders(), new com.alibaba.fastjson.TypeReference<Map<String, String>>() {});
             } catch (JSONException e) {
                 headers = null;
             }
@@ -136,19 +143,53 @@ public class AiragMcpServiceImpl extends ServiceImpl<AiragMcpMapper, AiragMcp> i
         McpClient mcpClient = null;
         try {
             if ("sse".equalsIgnoreCase(type)) {
-                HttpMcpTransport.Builder builder = new HttpMcpTransport.Builder()
+                //TODO 1.4.0-beta10被弃用,推荐使用http
+                log.info("[MCP]使用SSE协议(HttpMcpTransport), endpoint:{}", endpoint);
+                HttpMcpTransport.Builder builder = HttpMcpTransport.builder()
                         .sseUrl(endpoint)
                         .logRequests(true)
                         .logResponses(true);
+                if (headers != null && !headers.isEmpty()) {
+                    builder.customHeaders(headers);
+                }
                 mcpClient = new DefaultMcpClient.Builder().transport(builder.build()).build();
             } else if ("stdio".equalsIgnoreCase(type)) {
-                // stdio 类型：endpoint 可能是一个命令行，需要拆分为命令列表
+                //update-begin---author:wangshuai---date:2025-12-18---for:【QQYUN-14242】【AI】添加参数控制 是否开启 默认禁用 stdio 调用执行命令---
-//                List<String> cmdParts = Arrays.asList(endpoint.trim().split("\\s+"));
+                String openSafe = aiRagConfigBean.getAllowSensitiveNodes();
-//                StdioMcpTransport.Builder builder = new StdioMcpTransport.Builder()
+                if(oConvertUtils.isNotEmpty(openSafe) && openSafe.toLowerCase().contains("stdio")) {
-//                        .command(cmdParts)
+                    log.info("[MCP]使用STDIO协议(StdioMcpTransport), endpoint:{}", endpoint);
-//                        .environment(headers);
+                    // stdio 类型：endpoint 可能是一个命令行
-//                mcpClient = new DefaultMcpClient.Builder().transport(builder.build()).build();
+                    // Windows 下需要通过 cmd.exe /c 来执行命令，否则找不到 npx 等程序
-                return Result.error("不支持的MCP类型:" + type);
+                    List<String> cmdParts;
+                    String os = System.getProperty("os.name").toLowerCase();
+                    if (os.contains("win")) {
+                        // Windows: 使用 cmd.exe /c 执行
+                        cmdParts = new ArrayList<>();
+                        cmdParts.add("cmd.exe");
+                        cmdParts.add("/c");
+                        cmdParts.add(endpoint.trim());
+                    } else {
+                        // Linux/Mac: 使用 sh -c 执行
+                        cmdParts = new ArrayList<>();
+                        cmdParts.add("sh");
+                        cmdParts.add("-c");
+                        cmdParts.add(endpoint.trim());
+                    }
+                    log.info("[MCP]执行stdio命令: {}", cmdParts);
+                    StdioMcpTransport.Builder builder = new StdioMcpTransport.Builder()
+                            .command(cmdParts)
+                            .environment(headers);
+                    mcpClient = new DefaultMcpClient.Builder().transport(builder.build()).build();
+                } else {
+                    String disabledMsg = "stdio 功能已禁用。若需启用，请在 yml 的 jeecg.airag.allow-sensitive-nodes 中加入 stdio。";
+                    log.warn("[MCP]{}", disabledMsg);
+                    return Result.error(disabledMsg);
+                }
+                //update-end---author:wangshuai---date:2025-12-19---for:【QQYUN-14242】【AI】添加参数控制 是否开启 默认禁用 stdio 调用执行命令---
+            }else if("http".equalsIgnoreCase(type)){
+                log.info("[MCP]使用HTTP协议(StreamableHttpMcpTransport), endpoint:{}", endpoint);
+                //增加http选项
+                mcpClient = mcpHttpCreate(endpoint,headers);
             } else {
                 return Result.error("不支持的MCP类型:" + type);
             }
@@ -204,6 +245,29 @@ public class AiragMcpServiceImpl extends ServiceImpl<AiragMcpMapper, AiragMcp> i
         }
     }
 
+    /**
+     * mcp插件http创建
+     * 
+     * @param endpoint
+     * @param headers
+     * @return
+     */
+    private McpClient mcpHttpCreate(String endpoint, Map<String, String> headers) {
+        StreamableHttpMcpTransport.Builder builder = new StreamableHttpMcpTransport.Builder()
+                .url(endpoint)
+                .timeout(Duration.ofMinutes(60))
+                .logRequests(true)
+                .logResponses(true);
+
+        if (headers != null && !headers.isEmpty()) {
+            builder.customHeaders(headers);
+        }
+
+        return new DefaultMcpClient.Builder()
+                .transport(builder.build())
+                .build();
+    }
+
     // 安全序列化单个对象为 JSON 字符串
     private String safeWriteJson(Object obj) {
         try {

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/consts/AiPromptsConsts.java

@@ -0,0 +1,30 @@
+package org.jeecg.modules.airag.prompts.consts;
+
+/**
+ * AI提示词常量类
+ *
+ */
+public class AiPromptsConsts {
+
+    /**
+     * 状态:进行中
+     */
+    public static final String STATUS_RUNNING = "run";
+    /**
+     * 状态:完成
+     */
+    public static final String STATUS_COMPLETED = "completed";
+    /**
+     * 状态:失败
+     */
+    public static final String STATUS_FAILED = "failed";
+    /**
+     * 业务类型:评估器
+     */
+    public static final String BIZ_TYPE_EVALUATOR = "evaluator";
+    /**
+     * 业务类型:轨迹
+     */
+    public static final String BIZ_TYPE_TRACK = "track";
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/controller/AiragExtDataController.java

@@ -0,0 +1,213 @@
+package org.jeecg.modules.airag.prompts.controller;
+
+import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
+import com.baomidou.mybatisplus.core.metadata.IPage;
+import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import jakarta.servlet.http.HttpServletRequest;
+import jakarta.servlet.http.HttpServletResponse;
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.common.api.vo.Result;
+import org.jeecg.common.aspect.annotation.AutoLog;
+import org.jeecg.common.system.base.controller.JeecgController;
+import org.jeecg.common.system.query.QueryGenerator;
+import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.modules.airag.prompts.consts.AiPromptsConsts;
+import org.jeecg.modules.airag.prompts.entity.AiragExtData;
+import org.jeecg.modules.airag.prompts.service.IAiragExtDataService;
+import org.jeecg.modules.airag.prompts.vo.AiragDebugVo;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.*;
+import org.springframework.web.servlet.ModelAndView;
+
+import java.util.Arrays;
+import java.util.List;
+
+/**
+ * @Description: airag_ext_data
+ * @Author: jeecg-boot
+ * @Date:   2025-12-24
+ * @Version: V1.0
+ */
+@Tag(name="airag_ext_data")
+@RestController
+@RequestMapping("/airag/extData")
+@Slf4j
+public class AiragExtDataController extends JeecgController<AiragExtData, IAiragExtDataService> {
+	@Autowired
+	private IAiragExtDataService airagExtDataService;
+	
+	/**
+	 * 分页列表查询
+	 *
+	 * @param airagExtData
+	 * @param pageNo
+	 * @param pageSize
+	 * @param req
+	 * @return
+	 */
+	//@AutoLog(value = "airag_ext_data-分页列表查询")
+	@Operation(summary="airag_ext_data-分页列表查询")
+	@GetMapping(value = "/list")
+	public Result<IPage<AiragExtData>> queryPageList(AiragExtData airagExtData,
+								   @RequestParam(name="pageNo", defaultValue="1") Integer pageNo,
+								   @RequestParam(name="pageSize", defaultValue="10") Integer pageSize,
+								   HttpServletRequest req) {
+        QueryWrapper<AiragExtData> queryWrapper = QueryGenerator.initQueryWrapper(airagExtData, req.getParameterMap());
+		Page<AiragExtData> page = new Page<AiragExtData>(pageNo, pageSize);
+		queryWrapper.eq("biz_type", AiPromptsConsts.BIZ_TYPE_EVALUATOR);
+		IPage<AiragExtData> pageList = airagExtDataService.page(page, queryWrapper);
+		return Result.OK(pageList);
+	}
+	/**
+	 * 调用轨迹列表查询
+	 *
+	 * @param airagExtData
+	 * @param pageNo
+	 * @param pageSize
+	 * @param req
+	 * @return
+	 */
+	@Operation(summary="airag_ext_data-分页列表查询")
+	@GetMapping(value = "/getTrackList")
+	public Result<IPage<AiragExtData>> getTrackList(AiragExtData airagExtData,
+								   @RequestParam(name="pageNo", defaultValue="1") Integer pageNo,
+								   @RequestParam(name="pageSize", defaultValue="10") Integer pageSize,
+								   HttpServletRequest req) {
+        QueryWrapper<AiragExtData> queryWrapper = QueryGenerator.initQueryWrapper(airagExtData, req.getParameterMap());
+		Page<AiragExtData> page = new Page<AiragExtData>(pageNo, pageSize);
+		queryWrapper.eq("biz_type", AiPromptsConsts.BIZ_TYPE_TRACK);
+		String metadata = airagExtData.getMetadata();
+		if(oConvertUtils.isEmpty(metadata)){
+			return Result.OK();
+		}
+		IPage<AiragExtData> pageList = airagExtDataService.page(page, queryWrapper);
+		return Result.OK(pageList);
+	}
+
+	/**
+	 *   添加
+	 *
+	 * @param airagExtData
+	 * @return
+	 */
+	@AutoLog(value = "airag_ext_data-添加")
+	@Operation(summary="airag_ext_data-添加")
+	@PostMapping(value = "/add")
+	public Result<String> add(@RequestBody AiragExtData airagExtData) {
+		airagExtData.setBizType(AiPromptsConsts.BIZ_TYPE_EVALUATOR);
+		airagExtDataService.save(airagExtData);
+		return Result.OK("添加成功！");
+	}
+	
+	/**
+	 *  编辑
+	 *
+	 * @param airagExtData
+	 * @return
+	 */
+	@AutoLog(value = "airag_ext_data-编辑")
+	@Operation(summary="airag_ext_data-编辑")
+	@RequestMapping(value = "/edit", method = {RequestMethod.PUT,RequestMethod.POST})
+	public Result<String> edit(@RequestBody AiragExtData airagExtData) {
+		airagExtDataService.updateById(airagExtData);
+		return Result.OK("编辑成功!");
+	}
+	
+	/**
+	 *   通过id删除
+	 *
+	 * @param id
+	 * @return
+	 */
+	@AutoLog(value = "airag_ext_data-通过id删除")
+	@Operation(summary="airag_ext_data-通过id删除")
+	@DeleteMapping(value = "/delete")
+	public Result<String> delete(@RequestParam(name="id",required=true) String id) {
+		airagExtDataService.removeById(id);
+		return Result.OK("删除成功!");
+	}
+	
+	/**
+	 *  批量删除
+	 *
+	 * @param ids
+	 * @return
+	 */
+	@AutoLog(value = "airag_ext_data-批量删除")
+	@Operation(summary="airag_ext_data-批量删除")
+	@DeleteMapping(value = "/deleteBatch")
+	public Result<String> deleteBatch(@RequestParam(name="ids",required=true) String ids) {
+		this.airagExtDataService.removeByIds(Arrays.asList(ids.split(",")));
+		return Result.OK("批量删除成功!");
+	}
+	
+	/**
+	 * 通过id查询
+	 *
+	 * @param id
+	 * @return
+	 */
+	//@AutoLog(value = "airag_ext_data-通过id查询")
+	@Operation(summary="airag_ext_data-通过id查询")
+	@GetMapping(value = "/queryById")
+	public Result<AiragExtData> queryById(@RequestParam(name="id",required=true) String id) {
+		AiragExtData airagExtData = airagExtDataService.getById(id);
+		if(airagExtData==null) {
+			return Result.error("未找到对应数据");
+		}
+		return Result.OK(airagExtData);
+	}
+	/**
+	 * 通过id查询
+	 *
+	 * @param id
+	 * @return
+	 */
+	//@AutoLog(value = "airag_ext_data-通过id查询")
+	@Operation(summary="airag_ext_data-通过id查询")
+	@GetMapping(value = "/queryTrackById")
+	public Result<List<AiragExtData>> queryTrackById(@RequestParam(name="id",required=true) String id) {
+		AiragExtData airagExtData = airagExtDataService.getById(id);
+		String status = airagExtData.getStatus();
+		if(AiPromptsConsts.STATUS_RUNNING.equals(status)) {
+			return Result.error("处理中，请稍后刷新");
+		}
+		List<AiragExtData> trackList = airagExtDataService.queryTrackById(id);
+		return Result.OK(trackList);
+	}
+	 /**
+	  * 构造器调试
+	  *
+	  * @param debugVo
+	  * @return
+	  */
+	 @PostMapping(value = "/evaluator/debug")
+	 public Result<?> debugEvaluator(@RequestBody AiragDebugVo debugVo) {
+		 return airagExtDataService.debugEvaluator(debugVo);
+	 }
+    /**
+    * 导出excel
+    *
+    * @param request
+    * @param airagExtData
+    */
+    @RequestMapping(value = "/exportXls")
+    public ModelAndView exportXls(HttpServletRequest request, AiragExtData airagExtData) {
+        return super.exportXls(request, airagExtData, AiragExtData.class, "airag_ext_data");
+    }
+
+    /**
+      * 通过excel导入数据
+    *
+    * @param request
+    * @param response
+    * @return
+    */
+    @RequestMapping(value = "/importExcel", method = RequestMethod.POST)
+    public Result<?> importExcel(HttpServletRequest request, HttpServletResponse response) {
+        return super.importExcel(request, response, AiragExtData.class);
+    }
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/controller/AiragPromptsController.java

@@ -0,0 +1,167 @@
+package org.jeecg.modules.airag.prompts.controller;
+
+import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
+import com.baomidou.mybatisplus.core.metadata.IPage;
+import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import jakarta.servlet.http.HttpServletRequest;
+import jakarta.servlet.http.HttpServletResponse;
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.common.api.vo.Result;
+import org.jeecg.common.aspect.annotation.AutoLog;
+import org.jeecg.common.constant.CommonConstant;
+import org.jeecg.common.system.base.controller.JeecgController;
+import org.jeecg.common.system.query.QueryGenerator;
+import org.jeecg.modules.airag.prompts.entity.AiragPrompts;
+import org.jeecg.modules.airag.prompts.service.IAiragPromptsService;
+import org.jeecg.modules.airag.prompts.vo.AiragExperimentVo;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.*;
+import org.springframework.web.servlet.ModelAndView;
+
+import java.util.Arrays;
+ /**
+ * @Description: airag_prompts
+ * @Author: jeecg-boot
+ * @Date:   2025-12-24
+ * @Version: V1.0
+ */
+@Tag(name="airag_prompts")
+@RestController
+@RequestMapping("/airag/prompts")
+@Slf4j
+public class AiragPromptsController extends JeecgController<AiragPrompts, IAiragPromptsService> {
+	@Autowired
+	private IAiragPromptsService airagPromptsService;
+	
+	/**
+	 * 分页列表查询
+	 *
+	 * @param airagPrompts
+	 * @param pageNo
+	 * @param pageSize
+	 * @param req
+	 * @return
+	 */
+	//@AutoLog(value = "airag_prompts-分页列表查询")
+	@Operation(summary="airag_prompts-分页列表查询")
+	@GetMapping(value = "/list")
+	public Result<IPage<AiragPrompts>> queryPageList(AiragPrompts airagPrompts,
+								   @RequestParam(name="pageNo", defaultValue="1") Integer pageNo,
+								   @RequestParam(name="pageSize", defaultValue="10") Integer pageSize,
+								   HttpServletRequest req) {
+        QueryWrapper<AiragPrompts> queryWrapper = QueryGenerator.initQueryWrapper(airagPrompts, req.getParameterMap());
+		Page<AiragPrompts> page = new Page<AiragPrompts>(pageNo, pageSize);
+		IPage<AiragPrompts> pageList = airagPromptsService.page(page, queryWrapper);
+		return Result.OK(pageList);
+	}
+	
+	/**
+	 *   添加
+	 *
+	 * @param airagPrompts
+	 * @return
+	 */
+	@AutoLog(value = "airag_prompts-添加")
+	@Operation(summary="airag_prompts-添加")
+	@PostMapping(value = "/add")
+	public Result<String> add(@RequestBody AiragPrompts airagPrompts) {
+		airagPrompts.setDelFlag(CommonConstant.DEL_FLAG_0);
+		airagPrompts.setStatus("0");
+		airagPromptsService.save(airagPrompts);
+		return Result.OK("添加成功！");
+	}
+	
+	/**
+	 *  编辑
+	 *
+	 * @param airagPrompts
+	 * @return
+	 */
+	@AutoLog(value = "airag_prompts-编辑")
+	@Operation(summary="airag_prompts-编辑")
+	@RequestMapping(value = "/edit", method = {RequestMethod.PUT,RequestMethod.POST})
+	public Result<String> edit(@RequestBody AiragPrompts airagPrompts) {
+		airagPromptsService.updateById(airagPrompts);
+		return Result.OK("编辑成功!");
+	}
+	
+	/**
+	 *   通过id删除
+	 *
+	 * @param id
+	 * @return
+	 */
+	@AutoLog(value = "airag_prompts-通过id删除")
+	@Operation(summary="airag_prompts-通过id删除")
+	@DeleteMapping(value = "/delete")
+	public Result<String> delete(@RequestParam(name="id",required=true) String id) {
+		airagPromptsService.removeById(id);
+		return Result.OK("删除成功!");
+	}
+	
+	/**
+	 *  批量删除
+	 *
+	 * @param ids
+	 * @return
+	 */
+	@AutoLog(value = "airag_prompts-批量删除")
+	@Operation(summary="airag_prompts-批量删除")
+	@DeleteMapping(value = "/deleteBatch")
+	public Result<String> deleteBatch(@RequestParam(name="ids",required=true) String ids) {
+		this.airagPromptsService.removeByIds(Arrays.asList(ids.split(",")));
+		return Result.OK("批量删除成功!");
+	}
+	
+	/**
+	 * 通过id查询
+	 *
+	 * @param id
+	 * @return
+	 */
+	//@AutoLog(value = "airag_prompts-通过id查询")
+	@Operation(summary="airag_prompts-通过id查询")
+	@GetMapping(value = "/queryById")
+	public Result<AiragPrompts> queryById(@RequestParam(name="id",required=true) String id) {
+		AiragPrompts airagPrompts = airagPromptsService.getById(id);
+		if(airagPrompts==null) {
+			return Result.error("未找到对应数据");
+		}
+		return Result.OK(airagPrompts);
+	}
+	 /**
+	  * 构造器调试
+	  *
+	  * @param experimentVo
+	  * @return
+	  */
+	 @PostMapping(value = "/experiment")
+	 public Result<?> promptExperiment(@RequestBody AiragExperimentVo experimentVo, HttpServletRequest request) {
+		 return airagPromptsService.promptExperiment(experimentVo,request);
+	 }
+    /**
+    * 导出excel
+    *
+    * @param request
+    * @param airagPrompts
+    */
+    @RequestMapping(value = "/exportXls")
+    public ModelAndView exportXls(HttpServletRequest request, AiragPrompts airagPrompts) {
+        return super.exportXls(request, airagPrompts, AiragPrompts.class, "airag_prompts");
+    }
+
+    /**
+      * 通过excel导入数据
+    *
+    * @param request
+    * @param response
+    * @return
+    */
+    @RequestMapping(value = "/importExcel", method = RequestMethod.POST)
+    public Result<?> importExcel(HttpServletRequest request, HttpServletResponse response) {
+        return super.importExcel(request, response, AiragPrompts.class);
+    }
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/entity/AiragExtData.java

@@ -0,0 +1,99 @@
+package org.jeecg.modules.airag.prompts.entity;
+
+import java.io.Serializable;
+import java.io.UnsupportedEncodingException;
+import java.util.Date;
+import java.math.BigDecimal;
+import com.baomidou.mybatisplus.annotation.IdType;
+import com.baomidou.mybatisplus.annotation.TableId;
+import com.baomidou.mybatisplus.annotation.TableName;
+import com.baomidou.mybatisplus.annotation.TableLogic;
+import org.jeecg.common.constant.ProvinceCityArea;
+import org.jeecg.common.util.SpringContextUtils;
+import lombok.Data;
+import com.fasterxml.jackson.annotation.JsonFormat;
+import org.springframework.format.annotation.DateTimeFormat;
+import org.jeecgframework.poi.excel.annotation.Excel;
+import org.jeecg.common.aspect.annotation.Dict;
+import io.swagger.v3.oas.annotations.media.Schema;
+import lombok.EqualsAndHashCode;
+import lombok.experimental.Accessors;
+
+/**
+ * @Description: airag_ext_data
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+@Data
+@TableName("airag_ext_data")
+@Accessors(chain = true)
+@EqualsAndHashCode(callSuper = false)
+@Schema(description="airag_ext_data")
+public class AiragExtData implements Serializable {
+    private static final long serialVersionUID = 1L;
+
+	/**主键ID*/
+	@TableId(type = IdType.ASSIGN_ID)
+    @Schema(description = "主键ID")
+    private java.lang.String id;
+	/**业务类型标识(evaluator:评估器；track:测试追踪)*/
+	@Excel(name = "业务类型标识(evaluator:评估器；track:测试追踪)", width = 15)
+    @Schema(description = "业务类型标识(evaluator:评估器；track:测试追踪)")
+    private java.lang.String bizType;
+	/**名称*/
+	@Excel(name = "名称", width = 15)
+    @Schema(description = "名称")
+    private java.lang.String name;
+	/**描述信息*/
+	@Excel(name = "描述信息", width = 15)
+    @Schema(description = "描述信息")
+    private java.lang.String descr;
+	/**标签，多个用逗号分隔*/
+	@Excel(name = "标签，多个用逗号分隔", width = 15)
+    @Schema(description = "标签，多个用逗号分隔")
+    private java.lang.String tags;
+	/**实际存储内容，json*/
+	@Excel(name = "实际存储内容，json", width = 15)
+    @Schema(description = "实际存储内容，json")
+    private java.lang.String dataValue;
+	/**元数据，用于存储补充业务数据信息*/
+	@Excel(name = "元数据，用于存储补充业务数据信息", width = 15)
+    @Schema(description = "元数据，用于存储补充业务数据信息")
+    private java.lang.String metadata;
+	/**评测集数据*/
+	@Excel(name = "评测集数据", width = 15)
+    @Schema(description = "评测集数据")
+    private java.lang.String datasetValue;
+	/**创建人*/
+    @Schema(description = "创建人")
+    private java.lang.String createBy;
+	/**创建时间*/
+	@JsonFormat(timezone = "GMT+8",pattern = "yyyy-MM-dd HH:mm:ss")
+    @DateTimeFormat(pattern="yyyy-MM-dd HH:mm:ss")
+    @Schema(description = "创建时间")
+    private java.util.Date createTime;
+	/**修改人*/
+    @Schema(description = "修改人")
+    private java.lang.String updateBy;
+	/**修改时间*/
+	@JsonFormat(timezone = "GMT+8",pattern = "yyyy-MM-dd HH:mm:ss")
+    @DateTimeFormat(pattern="yyyy-MM-dd HH:mm:ss")
+    @Schema(description = "修改时间")
+    private java.util.Date updateTime;
+	/**所属部门*/
+    @Schema(description = "所属部门")
+    private java.lang.String sysOrgCode;
+	/**租户id*/
+	@Excel(name = "租户id", width = 15)
+    @Schema(description = "租户id")
+    private java.lang.String tenantId;
+	/**状态*/
+	@Excel(name = "状态（run:进行中 completed：已完成）", width = 15)
+    @Schema(description = "状态（run:进行中 completed：已完成）")
+    private java.lang.String status;
+	/**版本*/
+	@Excel(name = "版本", width = 15)
+    @Schema(description = "版本")
+    private java.lang.Integer version;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/entity/AiragPrompts.java

@@ -0,0 +1,108 @@
+package org.jeecg.modules.airag.prompts.entity;
+
+import java.io.Serializable;
+import java.io.UnsupportedEncodingException;
+import java.util.Date;
+import java.math.BigDecimal;
+import com.baomidou.mybatisplus.annotation.IdType;
+import com.baomidou.mybatisplus.annotation.TableId;
+import com.baomidou.mybatisplus.annotation.TableName;
+import com.baomidou.mybatisplus.annotation.TableLogic;
+import org.jeecg.common.constant.ProvinceCityArea;
+import org.jeecg.common.util.SpringContextUtils;
+import lombok.Data;
+import com.fasterxml.jackson.annotation.JsonFormat;
+import org.springframework.format.annotation.DateTimeFormat;
+import org.jeecgframework.poi.excel.annotation.Excel;
+import org.jeecg.common.aspect.annotation.Dict;
+import io.swagger.v3.oas.annotations.media.Schema;
+import lombok.EqualsAndHashCode;
+import lombok.experimental.Accessors;
+
+/**
+ * @Description: airag_prompts
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+@Data
+@TableName("airag_prompts")
+@Accessors(chain = true)
+@EqualsAndHashCode(callSuper = false)
+@Schema(description="airag_prompts")
+public class AiragPrompts implements Serializable {
+    private static final long serialVersionUID = 1L;
+
+	/**主键ID*/
+	@TableId(type = IdType.ASSIGN_ID)
+    @Schema(description = "主键ID")
+    private java.lang.String id;
+	/**提示词名称*/
+	@Excel(name = "提示词名称", width = 15)
+    @Schema(description = "提示词名称")
+    private java.lang.String name;
+	/**提示词名称*/
+	@Excel(name = "提示key", width = 15)
+    @Schema(description = "提示key")
+    private java.lang.String promptKey;
+	/**提示词功能描述*/
+	@Excel(name = "提示词功能描述", width = 15)
+    @Schema(description = "提示词功能描述")
+    private java.lang.String description;
+	/**提示词模板内容，支持变量占位符如 {{variable}}*/
+	@Excel(name = "提示词模板内容，支持变量占位符如 {{variable}}", width = 15)
+    @Schema(description = "提示词模板内容，支持变量占位符如 {{variable}}")
+    private java.lang.String content;
+	/**提示词分类*/
+	@Excel(name = "提示词分类", width = 15)
+    @Schema(description = "提示词分类")
+    private java.lang.String category;
+	/**标签，多个逗号分割*/
+	@Excel(name = "标签，多个逗号分割", width = 15)
+    @Schema(description = "标签，多个逗号分割")
+    private java.lang.String tags;
+	/**适配的大模型ID*/
+	@Excel(name = "适配的大模型ID", width = 15)
+    @Schema(description = "适配的大模型ID")
+    private java.lang.String modelId;
+	/**大模型的参数配置*/
+	@Excel(name = "大模型的参数配置", width = 15)
+    @Schema(description = "大模型的参数配置")
+    private java.lang.String modelParam;
+	/**状态（0:未发布 1:已发布）*/
+	@Excel(name = "状态（0:未发布 1:已发布）", width = 15)
+    @Schema(description = "状态（0:未发布 1:已发布）")
+    private java.lang.String status;
+	/**版本号(格式 0.0.1)*/
+	@Excel(name = "版本号(格式 0.0.1)", width = 15)
+    @Schema(description = "版本号(格式 0.0.1)")
+    private java.lang.String version;
+	/**删除状态（0未删除 1已删除）*/
+	@Excel(name = "删除状态（0未删除 1已删除）", width = 15)
+    @Schema(description = "删除状态（0未删除 1已删除）")
+    @TableLogic
+    private java.lang.Integer delFlag;
+	/**创建人*/
+    @Schema(description = "创建人")
+    private java.lang.String createBy;
+	/**创建日期*/
+	@JsonFormat(timezone = "GMT+8",pattern = "yyyy-MM-dd HH:mm:ss")
+    @DateTimeFormat(pattern="yyyy-MM-dd HH:mm:ss")
+    @Schema(description = "创建日期")
+    private java.util.Date createTime;
+	/**更新人*/
+    @Schema(description = "更新人")
+    private java.lang.String updateBy;
+	/**更新日期*/
+	@JsonFormat(timezone = "GMT+8",pattern = "yyyy-MM-dd HH:mm:ss")
+    @DateTimeFormat(pattern="yyyy-MM-dd HH:mm:ss")
+    @Schema(description = "更新日期")
+    private java.util.Date updateTime;
+	/**所属部门*/
+    @Schema(description = "所属部门")
+    private java.lang.String sysOrgCode;
+	/**租户id*/
+	@Excel(name = "租户id", width = 15)
+    @Schema(description = "租户id")
+    private java.lang.String tenantId;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/mapper/AiragExtDataMapper.java

@@ -0,0 +1,17 @@
+package org.jeecg.modules.airag.prompts.mapper;
+
+import java.util.List;
+
+import org.apache.ibatis.annotations.Param;
+import org.jeecg.modules.airag.prompts.entity.AiragExtData;
+import com.baomidou.mybatisplus.core.mapper.BaseMapper;
+
+/**
+ * @Description: airag_ext_data
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+public interface AiragExtDataMapper extends BaseMapper<AiragExtData> {
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/mapper/AiragPromptsMapper.java

@@ -0,0 +1,17 @@
+package org.jeecg.modules.airag.prompts.mapper;
+
+import java.util.List;
+
+import org.apache.ibatis.annotations.Param;
+import org.jeecg.modules.airag.prompts.entity.AiragPrompts;
+import com.baomidou.mybatisplus.core.mapper.BaseMapper;
+
+/**
+ * @Description: airag_prompts
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+public interface AiragPromptsMapper extends BaseMapper<AiragPrompts> {
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/mapper/xml/AiragExtDataMapper.xml

@@ -0,0 +1,5 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!DOCTYPE mapper PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN" "http://mybatis.org/dtd/mybatis-3-mapper.dtd">
+<mapper namespace="org.jeecg.modules.airag.prompts.mapper.AiragExtDataMapper">
+
+</mapper>

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/mapper/xml/AiragPromptsMapper.xml

@@ -0,0 +1,5 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!DOCTYPE mapper PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN" "http://mybatis.org/dtd/mybatis-3-mapper.dtd">
+<mapper namespace="org.jeecg.modules.airag.prompts.mapper.AiragPromptsMapper">
+
+</mapper>

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/service/IAiragExtDataService.java

@@ -0,0 +1,21 @@
+package org.jeecg.modules.airag.prompts.service;
+
+import org.jeecg.common.api.vo.Result;
+import org.jeecg.modules.airag.prompts.entity.AiragExtData;
+import com.baomidou.mybatisplus.extension.service.IService;
+import org.jeecg.modules.airag.prompts.vo.AiragDebugVo;
+
+import java.util.List;
+
+/**
+ * @Description: airag_ext_data
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+public interface IAiragExtDataService extends IService<AiragExtData> {
+
+    Result debugEvaluator(AiragDebugVo debugVo);
+
+    List<AiragExtData> queryTrackById(String id);
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/service/IAiragPromptsService.java

@@ -0,0 +1,18 @@
+package org.jeecg.modules.airag.prompts.service;
+
+import jakarta.servlet.http.HttpServletRequest;
+import org.jeecg.common.api.vo.Result;
+import org.jeecg.modules.airag.prompts.entity.AiragPrompts;
+import com.baomidou.mybatisplus.extension.service.IService;
+import org.jeecg.modules.airag.prompts.vo.AiragExperimentVo;
+
+/**
+ * @Description: airag_prompts
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+public interface IAiragPromptsService extends IService<AiragPrompts> {
+
+    Result<?> promptExperiment(AiragExperimentVo experimentVo, HttpServletRequest request);
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/service/impl/AiragExtDataServiceImpl.java

@@ -0,0 +1,98 @@
+package org.jeecg.modules.airag.prompts.service.impl;
+
+import com.alibaba.fastjson2.JSON;
+import com.alibaba.fastjson2.JSONObject;
+import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
+import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
+import dev.langchain4j.data.message.ChatMessage;
+import dev.langchain4j.data.message.SystemMessage;
+import dev.langchain4j.data.message.UserMessage;
+import org.jeecg.common.api.vo.Result;
+import org.jeecg.common.util.AssertUtils;
+import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.modules.airag.common.handler.AIChatParams;
+import org.jeecg.modules.airag.common.handler.IAIChatHandler;
+import org.jeecg.modules.airag.prompts.entity.AiragExtData;
+import org.jeecg.modules.airag.prompts.mapper.AiragExtDataMapper;
+import org.jeecg.modules.airag.prompts.service.IAiragExtDataService;
+import org.jeecg.modules.airag.prompts.vo.AiragDebugVo;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.Arrays;
+import java.util.List;
+
+/**
+ * @Description: airag_ext_data
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+@Service("airagExtDataServiceImpl")
+public class AiragExtDataServiceImpl extends ServiceImpl<AiragExtDataMapper, AiragExtData> implements IAiragExtDataService {
+
+    @Autowired
+    IAIChatHandler aiChatHandler;
+
+    @Override
+    public Result debugEvaluator(AiragDebugVo debugVo) {
+        //1.提示词
+        String prompt = debugVo.getPrompts();
+        AssertUtils.assertNotEmpty("请输入提示词", prompt);
+
+        //2.测试内容
+        String content = debugVo.getContent();
+        AssertUtils.assertNotEmpty("请输入测试内容", content);
+        List<ChatMessage> messages = Arrays.asList(new SystemMessage(prompt), new UserMessage(content));
+
+        //3.模型数据
+        String modelId = debugVo.getModelId();
+        AssertUtils.assertNotEmpty("请选择模型", modelId);
+
+        //4.模型参数
+        String modelParam = debugVo.getModelParam();
+        // 默认大模型参数
+        AIChatParams params = new AIChatParams();
+        params.setTemperature(0.8);
+        params.setTopP(0.9);
+        params.setPresencePenalty(0.1);
+        params.setFrequencyPenalty(0.1);
+
+        if(oConvertUtils.isNotEmpty(modelParam)){
+            JSONObject param = JSON.parseObject(modelParam);
+            if(param.containsKey("temperature")){
+                params.setTemperature(param.getDoubleValue("temperature"));
+            }
+            if(param.containsKey("topP")){
+                params.setTemperature(param.getDoubleValue("topP"));
+            }
+            if(param.containsKey("presencePenalty")){
+                params.setTemperature(param.getDoubleValue("presencePenalty"));
+            }
+            if(param.containsKey("frequencyPenalty")){
+                params.setTemperature(param.getDoubleValue("frequencyPenalty"));
+            }
+        }
+        //5.AI问答
+        String promptValue = aiChatHandler.completions(modelId,messages, params);
+        if (promptValue == null || promptValue.isEmpty()) {
+            return Result.error("生成失败");
+        }
+        return Result.OK("success", promptValue);
+    }
+
+    /**
+     * 查询AI问答记录
+     * @param id
+     * @return
+     */
+    @Override
+    public List<AiragExtData> queryTrackById(String id) {
+        LambdaQueryWrapper<AiragExtData> lqw = new LambdaQueryWrapper<AiragExtData>()
+                .eq(AiragExtData::getMetadata, id)
+                .orderByDesc(AiragExtData::getVersion)
+                .orderByDesc(AiragExtData::getCreateTime);
+        List<AiragExtData> list = this.baseMapper.selectList(lqw);
+        return list;
+    }
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/service/impl/AiragPromptsServiceImpl.java

@@ -0,0 +1,394 @@
+package org.jeecg.modules.airag.prompts.service.impl;
+
+import com.alibaba.fastjson2.JSON;
+import com.alibaba.fastjson2.JSONArray;
+import com.alibaba.fastjson2.JSONObject;
+import com.baomidou.mybatisplus.core.conditions.query.LambdaQueryWrapper;
+import dev.langchain4j.data.message.ChatMessage;
+import dev.langchain4j.data.message.SystemMessage;
+import dev.langchain4j.data.message.UserMessage;
+import jakarta.servlet.http.HttpServletRequest;
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.common.api.vo.Result;
+import org.jeecg.common.util.AssertUtils;
+import org.jeecg.common.util.CommonUtils;
+import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.config.JeecgBaseConfig;
+import org.jeecg.modules.airag.common.handler.AIChatParams;
+import org.jeecg.modules.airag.common.handler.IAIChatHandler;
+import org.jeecg.modules.airag.prompts.consts.AiPromptsConsts;
+import org.jeecg.modules.airag.prompts.entity.AiragExtData;
+import org.jeecg.modules.airag.prompts.entity.AiragPrompts;
+import org.jeecg.modules.airag.prompts.mapper.AiragPromptsMapper;
+import org.jeecg.modules.airag.prompts.service.IAiragExtDataService;
+import org.jeecg.modules.airag.prompts.service.IAiragPromptsService;
+import org.jeecg.modules.airag.prompts.vo.AiragExperimentVo;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
+import org.springframework.util.CollectionUtils;
+
+import java.util.*;
+import java.util.concurrent.*;
+import java.util.stream.Collectors;
+import java.util.stream.IntStream;
+
+/**
+ * @Description: airag_prompts
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+@Slf4j
+@Service("airagPromptsServiceImpl")
+public class AiragPromptsServiceImpl extends ServiceImpl<AiragPromptsMapper, AiragPrompts> implements IAiragPromptsService {
+    @Autowired
+    IAIChatHandler aiChatHandler;
+
+    @Autowired
+    IAiragExtDataService airagExtDataService;
+
+    @Autowired
+    private JeecgBaseConfig jeecgBaseConfig;
+    // 创建静态线程池，确保整个应用生命周期中只有一个实例
+    private static final ExecutorService executor = new ThreadPoolExecutor(
+            4, // 核心线程数
+            8, // 最大线程数
+            60L, TimeUnit.SECONDS,
+            new ArrayBlockingQueue<>(100), // 防止内存溢出
+            new ThreadPoolExecutor.CallerRunsPolicy() // 拒绝策略
+    );
+
+    /**
+     * 提示词实验
+     * @param experimentVo
+     * @return
+     */
+    @Override
+    public Result<?> promptExperiment(AiragExperimentVo experimentVo, HttpServletRequest request) {
+        log.info("开始执行提示词实验，参数：{}", JSON.toJSONString(experimentVo));
+
+        // 参数验证
+        String promptKey = experimentVo.getPromptKey();
+        AssertUtils.assertNotEmpty("请选择提示词", promptKey);
+        String dataId = experimentVo.getExtDataId();
+        AssertUtils.assertNotEmpty("请选择数据集", dataId);
+
+        Map<String, String> fieldMappings = experimentVo.getMappings();
+        AssertUtils.assertNotEmpty("请配置字段映射", fieldMappings);
+
+        try {
+            //1.查询提示词
+            AiragPrompts airagPrompts = this.baseMapper.selectOne(new LambdaQueryWrapper<AiragPrompts>().eq(AiragPrompts::getPromptKey, promptKey));
+            AssertUtils.assertNotEmpty("未找到指定的提示词", airagPrompts);
+            String modelParam = airagPrompts.getModelParam();
+             // 过滤提示词变量
+            JSONArray promptVariables;
+            if(oConvertUtils.isNotEmpty(modelParam)){
+                JSONObject airagPromptsParams = JSON.parseObject(modelParam);
+                if(airagPromptsParams.containsKey("promptVariables")){
+                    promptVariables = airagPromptsParams.getJSONArray("promptVariables");
+                } else {
+                    promptVariables = null;
+                }
+            } else {
+                promptVariables = null;
+            }
+            //2.查询数据集
+            AiragExtData airagExtData = airagExtDataService.getById(dataId);
+            AssertUtils.assertNotEmpty("未找到指定的数据集", airagExtData);
+            String datasetValue = airagExtData.getDatasetValue();
+            if(oConvertUtils.isEmpty(datasetValue)){
+                return Result.error("评测集不能为空！");
+            }
+
+            //3.异步调用 根据映射字段，调用评估器测评
+            JSONObject datasetObj = JSONObject.parseObject(datasetValue);
+            //评测列配置
+            JSONArray columns = datasetObj.getJSONArray("columns");
+            //评测题库
+            JSONArray datasetArray = datasetObj.getJSONArray("dataSource");
+            AssertUtils.assertNotEmpty("数据集中没有找到数据源", datasetArray);
+            AssertUtils.assertTrue("数据源为空", datasetArray.size() > 0);
+
+            //测评结果集 - 使用线程安全的CopyOnWriteArrayList
+            List<JSONObject> scoreResult = new CopyOnWriteArrayList<>();
+
+            // 批量提交任务
+            List<CompletableFuture<Void>> futures = IntStream.range(0, datasetArray.size())
+                .mapToObj(i -> CompletableFuture.runAsync(() -> {
+                    try {
+                        log.info("开始处理第{}条数据", i + 1);
+                        //定义返回结果
+                        JSONObject result = new JSONObject();
+                        //评测数据
+                        JSONObject dataset = datasetArray.getJSONObject(i);
+                        result.putAll(dataset);
+                        //用户问题
+                        String userQuery = dataset.getString(fieldMappings.get("user_query"));
+                        result.put("userQuery", userQuery);
+                        //变量处理
+                       if(!CollectionUtils.isEmpty(promptVariables)){
+                           String content = airagPrompts.getContent();
+                           for (Object var : promptVariables){
+                              JSONObject variable = JSONObject.parseObject(var.toString());
+                              String name = dataset.getString(fieldMappings.get(variable.getString("name")));
+                              //提示词默认变量值
+                              String defaultValue = variable.getString("value");
+                              // 获取目标类型
+                              String dataType = findDataType(columns, variable);
+                               if("FILE".equals(dataType)){
+                                  defaultValue = getFileAccessHttpUrl(request, defaultValue);
+                                  name = getFileAccessHttpUrl(request, name);
+                              }
+                              if(oConvertUtils.isNotEmpty(name)){
+                                  //提示词 评估集变量值替换
+                                  content = content.replaceAll(variable.getString("name"), name);
+                              }else if(oConvertUtils.isNotEmpty(defaultValue)){
+                                  content = content.replaceAll(variable.getString("name"), defaultValue);
+                              }
+                          }
+                           airagPrompts.setContent(content);
+                       }
+
+                        //提示词答案
+                        String promptAnswer = getPromptAnswer(airagPrompts, dataset, fieldMappings);
+                        result.put("promptAnswer", promptAnswer);
+
+                        //评估器答案
+                        String answerScore = getAnswerScore(promptAnswer, dataset, fieldMappings, airagExtData);
+                        result.put("answerScore", answerScore);
+
+                        scoreResult.add(result);
+                        log.info("第{}条数据处理完成", i + 1);
+                    } catch (Exception e) {
+                        log.error("处理第{}条数据时发生异常", i + 1, e);
+                        // 重新抛出异常，让CompletableFuture捕获
+                        throw new CompletionException(e);
+                    }
+                }, executor))
+                .collect(Collectors.toList());
+
+            // 非阻塞方式处理完成
+            CompletableFuture.allOf(futures.toArray(new CompletableFuture[0]))
+                .whenComplete((result, ex) -> {
+                    if (ex != null) {
+                        log.error("批量处理失败", ex);
+                        // 更新状态为失败
+                        airagExtData.setStatus(AiPromptsConsts.STATUS_FAILED);
+                    } else {
+                        log.info("所有数据处理完成，共处理{}条数据", scoreResult.size());
+                        // 查询已存在的评测记录
+                        List<AiragExtData> existingTracks = airagExtDataService.queryTrackById(dataId);
+                        Integer version = 1;
+                        if(!CollectionUtils.isEmpty(existingTracks)) {
+                            version = existingTracks.stream()
+                                    .map(AiragExtData::getVersion)
+                                    .max(Integer::compareTo)
+                                    .orElse(0) + 1;
+                        }
+                        for (JSONObject item : scoreResult) {
+                            // 保存结果
+                            AiragExtData track = new AiragExtData();
+                            //关联评估器ID
+                            track.setMetadata(dataId);
+                            //定义类型
+                            track.setBizType(AiPromptsConsts.BIZ_TYPE_TRACK);
+                            //定义版本
+                            track.setVersion(version);
+                            //定义状态
+                            track.setStatus(AiPromptsConsts.STATUS_COMPLETED);
+                            //定义评测结果
+                            track.setDataValue(item.toJSONString());
+                            airagExtDataService.save(track);
+                        }
+                        // 更新状态为完成
+                        airagExtData.setStatus(AiPromptsConsts.STATUS_COMPLETED);
+                    }
+                    airagExtDataService.updateById(airagExtData);
+                });
+
+            //4.修改状态进行中
+            airagExtData.setStatus(AiPromptsConsts.STATUS_RUNNING);
+            airagExtDataService.updateById(airagExtData);
+
+            log.info("提示词实验已提交，共{}条数据待处理", datasetArray.size());
+            return Result.OK("实验已开始，正在处理数据");
+        } catch (Exception e) {
+            log.error("提示词实验执行失败", e);
+            return Result.error("实验执行失败：" + e.getMessage());
+        }
+    }
+
+
+    /**
+     * 提示词回答的结果
+     * @param airagPrompts
+     * @param questions
+     * @param fieldMappings
+     * @return
+     */
+    public String getPromptAnswer(AiragPrompts airagPrompts, JSONObject questions, Map<String, String> fieldMappings) {
+        try {
+            //0.判断是否配置了判断fieldMappings的value值 是否包含actual_output
+            if (!fieldMappings.containsValue("actual_output")) {
+                log.warn("字段映射中没有配置actual_output");
+                return null;
+            }
+
+            //1.提示词
+            String prompt = airagPrompts.getContent();
+            AssertUtils.assertNotEmpty("请输入提示词", prompt);
+
+            String userQuery = questions.getString(fieldMappings.get("user_query"));
+            AssertUtils.assertNotEmpty("请输入测试内容", userQuery);
+
+            //2.ai问题组装
+            List<ChatMessage> messages = Arrays.asList(new SystemMessage(prompt), new UserMessage(userQuery));
+
+            //3.模型数据
+            String modelId = airagPrompts.getModelId();
+            AssertUtils.assertNotEmpty("请选择模型", modelId);
+
+            //4.模型参数
+            String modelParam = airagPrompts.getModelParam();
+            // 默认大模型参数
+            AIChatParams params = new AIChatParams();
+            params.setTemperature(0.8);
+            params.setTopP(0.9);
+            params.setPresencePenalty(0.1);
+            params.setFrequencyPenalty(0.1);
+
+            if(oConvertUtils.isNotEmpty(modelParam)){
+                JSONObject param = JSON.parseObject(modelParam);
+                if(param.containsKey("temperature")){
+                    params.setTemperature(param.getDoubleValue("temperature"));
+                }
+                if(param.containsKey("topP")){
+                    params.setTopP(param.getDoubleValue("topP")); // 修复：设置到正确的字段
+                }
+                if(param.containsKey("presencePenalty")){
+                    params.setPresencePenalty(param.getDoubleValue("presencePenalty")); // 修复：设置到正确的字段
+                }
+                if(param.containsKey("frequencyPenalty")){
+                    params.setFrequencyPenalty(param.getDoubleValue("frequencyPenalty")); // 修复：设置到正确的字段
+                }
+            }
+
+            log.debug("调用AI模型，模型ID：{}，参数：{}", modelId, JSON.toJSONString(params));
+            //5.AI问答
+            String promptAnswer = aiChatHandler.completions(modelId, messages, params);
+            log.debug("AI模型返回结果：{}", promptAnswer);
+
+            return promptAnswer;
+        } catch (Exception e) {
+            log.error("获取提示词回答失败", e);
+            return null;
+        }
+    }
+
+    /**
+     * 评测答案分数
+     * @return
+     */
+    public String getAnswerScore(String promptAnswer, JSONObject questions, Map<String, String> fieldMappings, AiragExtData airagExtData) {
+        try {
+            //1.提示词
+            String prompt = airagExtData.getDataValue();
+            AssertUtils.assertNotEmpty("请输入提示词", prompt);
+            prompt += "定义返回格式： 得分：最终的得分，必须输出一个数字，表示满足Prompt中评分标准的程度。得分范围从 0.0 到 1.0，1.0 表示完全满足评分标准，0.0 表示完全不满足评分标准。\n" +
+                    "原因：{对得分的可读性的解释，说明打分原因}。最后，必须用一句话结束理由，该句话为：因此，应该给出的分数是<你评测的的得分>。请勿返回提问的问题、添加分析过程、解释说明等内容，只返回要求的格式内容";
+
+            String userQuery = "输入的内容：";
+            //2.拼接测试内容
+            for (Map.Entry<String, String> entry : fieldMappings.entrySet()) {
+                // 评估器中的key
+                String key = entry.getKey();
+                // 评估器中的映射的key
+                String value = entry.getValue();
+                String valueData;
+                if("actual_output".equalsIgnoreCase(value)){
+                    valueData = promptAnswer;
+                }else{
+                    valueData = questions.getString(value);
+                }
+                userQuery += (key + ":" + valueData + " ");
+            }
+            List<ChatMessage> messages = Arrays.asList(new SystemMessage(prompt), new UserMessage(userQuery));
+
+            //3.模型数据
+            String metadata = airagExtData.getMetadata();
+            if(oConvertUtils.isNotEmpty(metadata)){
+                JSONObject modelParam = JSONObject.parseObject(metadata);
+                String modelId = modelParam.getString("modelId");
+                AssertUtils.assertNotEmpty("评估器模型ID不能为空", modelId);
+
+                // 默认大模型参数
+                AIChatParams params = new AIChatParams();
+                params.setTemperature(0.8);
+                params.setTopP(0.9);
+                params.setPresencePenalty(0.1);
+                params.setFrequencyPenalty(0.1);
+
+                if(oConvertUtils.isNotEmpty(modelParam)){
+                    if(modelParam.containsKey("temperature")){
+                        params.setTemperature(modelParam.getDoubleValue("temperature"));
+                    }
+                    if(modelParam.containsKey("topP")){
+                        params.setTopP(modelParam.getDoubleValue("topP")); // 修复：设置到正确的字段
+                    }
+                    if(modelParam.containsKey("presencePenalty")){
+                        params.setPresencePenalty(modelParam.getDoubleValue("presencePenalty")); // 修复：设置到正确的字段
+                    }
+                    if(modelParam.containsKey("frequencyPenalty")){
+                        params.setFrequencyPenalty(modelParam.getDoubleValue("frequencyPenalty")); // 修复：设置到正确的字段
+                    }
+                }
+
+                log.debug("调用评估器模型，模型ID：{}，参数：{}", modelId, JSON.toJSONString(params));
+                //5.AI问答
+                String answerScore = aiChatHandler.completions(modelId, messages, params);
+                log.debug("评估器模型返回结果：{}", answerScore);
+
+                return answerScore;
+            }
+            return null;
+        } catch (Exception e) {
+            log.error("获取答案评分失败", e);
+            return null;
+        }
+    }
+
+    /**
+     *
+     * @param columns
+     * @param variable
+     * @return
+     */
+    public static String findDataType(JSONArray columns, JSONObject variable) {
+        // 获取目标字段值
+        String targetName = variable.getString("name");
+
+        // 使用 Stream API 查找并获取 dataType
+        return columns.stream()
+                .map(obj -> JSONObject.parseObject(obj.toString()))
+                .filter(column -> targetName.equals(column.getString("name")))
+                .findFirst()
+                .map(column -> column.getString("dataType"))
+                .orElse(null); // 如果没有找到，返回 null
+    }
+    /**
+     * 获取图片地址
+     * @param request
+     * @param url
+     * @return
+     */
+    private String getFileAccessHttpUrl(HttpServletRequest request,String url){
+        if(oConvertUtils.isNotEmpty(url) && url.startsWith("http")){
+            return url;
+        }else{
+            return CommonUtils.getBaseUrl(request) + "/sys/common/static/" + url;
+        }
+    }
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/vo/AiragDebugVo.java

@@ -0,0 +1,39 @@
+package org.jeecg.modules.airag.prompts.vo;
+
+import com.baomidou.mybatisplus.annotation.IdType;
+import com.baomidou.mybatisplus.annotation.TableId;
+import com.baomidou.mybatisplus.annotation.TableLogic;
+import com.baomidou.mybatisplus.annotation.TableName;
+import com.fasterxml.jackson.annotation.JsonFormat;
+import io.swagger.v3.oas.annotations.media.Schema;
+import lombok.Data;
+import lombok.EqualsAndHashCode;
+import lombok.experimental.Accessors;
+import org.jeecgframework.poi.excel.annotation.Excel;
+import org.springframework.format.annotation.DateTimeFormat;
+
+import java.io.Serializable;
+import java.util.Date;
+
+/**
+ * @Description: AiragDebugVo
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+@Data
+public class AiragDebugVo implements Serializable {
+    private static final long serialVersionUID = 1L;
+    /**
+     * 提示词
+     */
+    private String prompts;
+    /**
+     * 输入内容
+     */
+    private String content;
+	/**适配的大模型ID*/
+    private String modelId;
+	/**大模型的参数配置*/
+    private String modelParam;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/prompts/vo/AiragExperimentVo.java

@@ -0,0 +1,30 @@
+package org.jeecg.modules.airag.prompts.vo;
+
+import lombok.Data;
+
+import java.io.Serializable;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * @Description: AiragExperimentVo
+ * @Author: jeecg-boot
+ * @Date:   2025-12-12
+ * @Version: V1.0
+ */
+@Data
+public class AiragExperimentVo implements Serializable {
+    private static final long serialVersionUID = 1L;
+    /**
+     * 提示词
+     */
+    private String promptKey;
+    /**
+     * 输入内容
+     */
+    private String extDataId;
+    /**
+     * 映射关系
+     */
+    private Map<String,String> mappings;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/consts/WordTitleEnum.java

@@ -0,0 +1,30 @@
+package org.jeecg.modules.airag.wordtpl.consts;
+
+import lombok.Getter;
+
+/**
+ * @author chenrui
+ * @ClassName: TitleLevelEnum
+ * @Description: 标题级别
+ * @date 2024年5月4日07:38:30
+ */
+@Getter
+public enum WordTitleEnum {
+
+    FIRST("first", "标题1"),
+    SECOND("second", "标题2"),
+    THIRD("third", "标题3"),
+    FOURTH("fourth", "标题4"),
+    FIFTH("fifth", "标题5"),
+    SIXTH("sixth", "标题6");
+
+    WordTitleEnum(String code, String name) {
+        this.code = code;
+        this.name = name;
+    }
+
+    final String code;
+
+    final String name;
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/controller/EoaWordTemplateController.java

@@ -0,0 +1,244 @@
+package org.jeecg.modules.airag.wordtpl.controller;
+
+import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
+import com.baomidou.mybatisplus.core.metadata.IPage;
+import com.baomidou.mybatisplus.core.toolkit.Wrappers;
+import com.baomidou.mybatisplus.extension.plugins.pagination.Page;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.common.api.vo.Result;
+import org.jeecg.common.aspect.annotation.AutoLog;
+import org.jeecg.common.exception.JeecgBootException;
+import org.jeecg.common.system.base.controller.JeecgController;
+import org.jeecg.common.system.query.QueryGenerator;
+import org.jeecg.common.util.AssertUtils;
+import org.jeecg.common.util.oConvertUtils;
+import org.jeecg.modules.airag.wordtpl.dto.WordTplGenDTO;
+import org.jeecg.modules.airag.wordtpl.entity.EoaWordTemplate;
+import org.jeecg.modules.airag.wordtpl.service.IEoaWordTemplateService;
+import org.jeecg.modules.airag.wordtpl.utils.WordTplUtils;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.*;
+import org.springframework.web.multipart.MultipartFile;
+
+import jakarta.servlet.http.HttpServletRequest;
+import jakarta.servlet.http.HttpServletResponse;
+import java.io.BufferedOutputStream;
+import java.io.ByteArrayOutputStream;
+import java.io.InputStream;
+import java.net.URLEncoder;
+import java.util.Arrays;
+
+/**
+ * @Description: word模版管理
+ * @Author: jeecg-boot
+ * @Date: 2025-07-04
+ * @Version: V1.0
+ */
+@Tag(name = "word模版管理")
+@RestController("eoaWordTemplateController")
+@RequestMapping("/airag/word")
+@Slf4j
+public class EoaWordTemplateController extends JeecgController<EoaWordTemplate, IEoaWordTemplateService> {
+    @Autowired
+    private IEoaWordTemplateService eoaWordTemplateService;
+
+    @Autowired
+    WordTplUtils wordTplUtils;
+
+    /**
+     * 分页列表查询
+     *
+     * @param eoaWordTemplate
+     * @param pageNo
+     * @param pageSize
+     * @param req
+     * @return
+     */
+    @Operation(summary = "word模版管理-分页列表查询")
+    @GetMapping(value = "/list")
+    public Result<IPage<EoaWordTemplate>> queryPageList(EoaWordTemplate eoaWordTemplate,
+                                                        @RequestParam(name = "pageNo", defaultValue = "1") Integer pageNo,
+                                                        @RequestParam(name = "pageSize", defaultValue = "10") Integer pageSize,
+                                                        HttpServletRequest req) {
+        QueryWrapper<EoaWordTemplate> queryWrapper = QueryGenerator.initQueryWrapper(eoaWordTemplate, req.getParameterMap());
+        Page<EoaWordTemplate> page = new Page<EoaWordTemplate>(pageNo, pageSize);
+        IPage<EoaWordTemplate> pageList = eoaWordTemplateService.page(page, queryWrapper);
+        return Result.OK(pageList);
+    }
+
+    /**
+     * 添加
+     *
+     * @param eoaWordTemplate
+     * @return
+     */
+    @AutoLog(value = "word模版管理-添加")
+    @Operation(summary = "word模版管理-添加")
+//	@RequiresPermissions("wordtpl:template:add")
+    @PostMapping(value = "/add")
+    public Result<String> add(@RequestBody EoaWordTemplate eoaWordTemplate) {
+        AssertUtils.assertNotEmpty("参数异常", eoaWordTemplate);
+        AssertUtils.assertNotEmpty("模版名称不能为空", eoaWordTemplate.getName());
+        boolean isCodeExists = eoaWordTemplateService.exists(Wrappers.lambdaQuery(EoaWordTemplate.class).eq(EoaWordTemplate::getCode, eoaWordTemplate.getCode()));
+        AssertUtils.assertFalse("模版编码已存在", isCodeExists);
+        eoaWordTemplateService.save(eoaWordTemplate);
+        return Result.OK("添加成功！");
+    }
+
+    /**
+     * 编辑
+     *
+     * @param eoaWordTemplate
+     * @return
+     */
+    @AutoLog(value = "word模版管理-编辑")
+    @Operation(summary = "word模版管理-编辑")
+//	@RequiresPermissions("wordtpl:template:edit")
+    @RequestMapping(value = "/edit", method = {RequestMethod.PUT, RequestMethod.POST})
+    public Result<String> edit(@RequestBody EoaWordTemplate eoaWordTemplate) {
+        AssertUtils.assertNotEmpty("参数异常", eoaWordTemplate);
+        AssertUtils.assertNotEmpty("模版名称不能为空", eoaWordTemplate.getName());
+        // 避免编辑时修改编码
+        eoaWordTemplate.setCode(null);
+        eoaWordTemplateService.updateById(eoaWordTemplate);
+        return Result.OK("编辑成功!");
+    }
+
+    /**
+     * 通过id删除
+     *
+     * @param id
+     * @return
+     */
+    @AutoLog(value = "word模版管理-通过id删除")
+    @Operation(summary = "word模版管理-通过id删除")
+//	@RequiresPermissions("wordtpl:template:delete")
+    @DeleteMapping(value = "/delete")
+    public Result<String> delete(@RequestParam(name = "id", required = true) String id) {
+        eoaWordTemplateService.removeById(id);
+        return Result.OK("删除成功!");
+    }
+
+    /**
+     * 批量删除
+     *
+     * @param ids
+     * @return
+     */
+    @AutoLog(value = "word模版管理-批量删除")
+    @Operation(summary = "word模版管理-批量删除")
+//	@RequiresPermissions("wordtpl:template:deleteBatch")
+    @DeleteMapping(value = "/deleteBatch")
+    public Result<String> deleteBatch(@RequestParam(name = "ids", required = true) String ids) {
+        this.eoaWordTemplateService.removeByIds(Arrays.asList(ids.split(",")));
+        return Result.OK("批量删除成功!");
+    }
+
+    /**
+     * 通过id查询
+     *
+     * @param id
+     * @return
+     */
+    //@AutoLog(value = "word模版管理-通过id查询")
+    @Operation(summary = "word模版管理-通过id查询")
+    @GetMapping(value = "/queryById")
+    public Result<EoaWordTemplate> queryById(@RequestParam(name = "id", required = true) String id) {
+        EoaWordTemplate eoaWordTemplate = eoaWordTemplateService.getById(id);
+        if (eoaWordTemplate == null) {
+            return Result.error("未找到对应数据");
+        }
+        return Result.OK(eoaWordTemplate);
+    }
+
+    /**
+     * 下载word模版
+     * @param id
+     * @param response
+     * @return
+     * @author chenrui
+     * @date 2025/7/9 14:38
+     */
+    @GetMapping(value = "/download")
+    public void downloadTemplate(@RequestParam(name = "id", required = true) String id, HttpServletResponse response) {
+        AssertUtils.assertNotEmpty("请先选择模版", id);
+        EoaWordTemplate template = eoaWordTemplateService.getById(id);
+        try (ByteArrayOutputStream wordTemplateOut = new ByteArrayOutputStream();
+             BufferedOutputStream bos = new BufferedOutputStream(response.getOutputStream());) {
+            wordTplUtils.generateWordTemplate(template, wordTemplateOut);
+            String fileName = template.getName();
+            String encodedFileName = URLEncoder.encode(fileName, "UTF-8");
+            response.setContentType("application/vnd.openxmlformats-officedocument.wordprocessingml.document");
+            response.addHeader("Content-Disposition", "attachment;filename=" + encodedFileName + ".docx");
+            response.addHeader("filename", encodedFileName + ".docx");
+            byte[] bytes = wordTemplateOut.toByteArray();
+            response.setHeader("Content-Length", String.valueOf(bytes.length));
+            bos.write(bytes);
+        } catch (Exception e) {
+            log.error(e.getMessage(), e);
+            throw new JeecgBootException("下载word模版失败: " + e.getMessage(), e);
+        }
+    }
+
+
+    /**
+     * 解析word模版文件
+     * @param file
+     * @param id
+     * @return
+     * @author chenrui
+     * @date 2025/7/9 14:38
+     */
+    @PostMapping(value = "/parse/file")
+    public Result<?> parseWOrdFile(@RequestParam("file") MultipartFile file) {
+        try {
+            InputStream inputStream = file.getInputStream();
+            EoaWordTemplate eoaWordTemplate = wordTplUtils.parseWordFile(inputStream);
+            log.info("解析的模版信息: {}", eoaWordTemplate);
+            return Result.OK("解析成功", eoaWordTemplate);
+        } catch (Exception e) {
+            throw new RuntimeException("解析word模版失败: " + e.getMessage(), e);
+        }
+    }
+
+    /**
+     * 生成word文档
+     *
+     * @param wordTplGenDTO
+     * @param response
+     * @author chenrui
+     * @date 2025/7/10 15:39
+     */
+    @PostMapping(value = "/generate/word")
+    public void generateWord(@RequestBody WordTplGenDTO wordTplGenDTO, HttpServletResponse response) {
+        AssertUtils.assertNotEmpty("参数异常", wordTplGenDTO);
+        EoaWordTemplate template ;
+        if (oConvertUtils.isNotEmpty(wordTplGenDTO.getTemplateId())) {
+            template = eoaWordTemplateService.getById(wordTplGenDTO.getTemplateId());
+        }else{
+            AssertUtils.assertNotEmpty("请先选择模版", wordTplGenDTO.getTemplateCode());
+            template = eoaWordTemplateService.getOne(Wrappers.lambdaQuery(EoaWordTemplate.class)
+                    .eq(EoaWordTemplate::getCode, wordTplGenDTO.getTemplateCode()));
+        }
+        AssertUtils.assertNotEmpty("未找到对应的模版", template);
+
+        try (ByteArrayOutputStream outputStream = new ByteArrayOutputStream();
+             BufferedOutputStream bos = new BufferedOutputStream(response.getOutputStream());) {
+            eoaWordTemplateService.generateWordFromTpl(wordTplGenDTO, outputStream);
+            String fileName = template.getName();
+            String encodedFileName = URLEncoder.encode(fileName, "UTF-8");
+            response.setContentType("application/vnd.openxmlformats-officedocument.wordprocessingml.document");
+            response.addHeader("Content-Disposition", "attachment;filename=" + encodedFileName + ".docx");
+            response.addHeader("filename", encodedFileName + ".docx");
+            byte[] bytes = outputStream.toByteArray();
+            response.setHeader("Content-Length", String.valueOf(bytes.length));
+            bos.write(bytes);
+        } catch (Exception e) {
+            log.error(e.getMessage(), e);
+            throw new JeecgBootException("生成word文档失败: " + e.getMessage(), e);
+        }
+    }
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/dto/MergeColDTO.java

@@ -0,0 +1,27 @@
+package org.jeecg.modules.airag.wordtpl.dto;
+
+import lombok.Data;
+
+/**
+ * 合并列DTO
+ * @author chenrui
+ * @date 2025/7/4 18:36
+ */
+@Data
+public class MergeColDTO {
+
+	/**
+	 * 合并列的行号
+	 */
+	private int row;
+
+	/**
+	 * 合并列的起始列号
+	 */
+	private int from;
+
+	/**
+	 * 合并列的结束列号
+	 */
+	private int to;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/dto/WordImageDTO.java

@@ -0,0 +1,47 @@
+package org.jeecg.modules.airag.wordtpl.dto;
+
+import lombok.Data;
+
+/**  
+ * @ClassName: DocImageDto
+ * @Description: word文档图片用实体类
+ * @author chenrui
+ * @date 2024-10-02 09:17:59 
+*/ 
+@Data
+public class WordImageDTO {
+
+	/**  
+	 * @Fields type : 类型
+	 * @author chenrui
+	 * @date 2024-09-29 08:53:27 
+	 */  
+	private String type = "image";
+	/**  
+	 * @Fields value : 内容
+	 * @author chenrui
+	 * @date 2024-09-24 10:20:12 
+	 */  
+	private String value = "";
+	
+	/**  
+	 * @Fields width : 图片宽度
+	 * @author chenrui
+	 * @date 2024-10-02 09:22:33 
+	 */  
+	private double width;
+	
+	/**  
+	 * @Fields height : 图片高度
+	 * @author chenrui
+	 * @date 2024-10-02 09:22:40 
+	 */  
+	private double height;
+	
+	/**  
+	 * @Fields rowFlex : 水平对齐方式，默认left
+	 * @author chenrui
+	 * @date 2024-09-27 09:12:18 
+	 */  
+	private String rowFlex = "left";
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/dto/WordTableCellDTO.java

@@ -0,0 +1,45 @@
+package org.jeecg.modules.airag.wordtpl.dto;
+
+import java.util.ArrayList;
+import java.util.List;
+
+import lombok.Data;
+
+@Data
+public class WordTableCellDTO {
+
+	/**  
+	 * @Fields colspan : 合并列数
+	 * @author chenrui
+	 * @date 2024-09-26 09:37:27 
+	 */  
+	private int colspan;
+	
+	/**  
+	 * @Fields rowspan : 合并行数
+	 * @author chenrui
+	 * @date 2024-09-26 09:38:22 
+	 */  
+	private int rowspan;
+	
+	/**  
+	 * @Fields value : 单元格数据
+	 * @author chenrui
+	 * @date 2024-09-26 09:42:14 
+	 */  
+	private List<Object> value = new ArrayList<>();
+	
+	/**  
+	 * @Fields verticalAlign : 垂直对齐方式，默认top
+	 * @author chenrui
+	 * @date 2024-09-27 09:16:56 
+	 */  
+	private String verticalAlign = "top";
+	
+	/**  
+	 * @Fields backgroundColor : 背景颜色
+	 * @author chenrui
+	 * @date 2024-11-18 09:56:28 
+	 */  
+	private String backgroundColor;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/dto/WordTableDTO.java

@@ -0,0 +1,24 @@
+package org.jeecg.modules.airag.wordtpl.dto;
+
+import java.util.ArrayList;
+import java.util.List;
+
+import com.alibaba.fastjson.JSONObject;
+
+import lombok.Data;
+
+@Data
+public class WordTableDTO {
+
+    private String value = "";
+
+    private String type = "table";
+
+    private List<WordTableRowDTO> trList;
+
+    private int width;
+
+    private int height;
+
+    private List<JSONObject> colgroup = new ArrayList<>();
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/dto/WordTableRowDTO.java

@@ -0,0 +1,30 @@
+package org.jeecg.modules.airag.wordtpl.dto;
+
+import java.util.List;
+
+import lombok.Data;
+
+@Data
+public class WordTableRowDTO {
+
+	/**  
+	 * @Fields height : 行高
+	 * @author chenrui
+	 * @date 2024-09-26 09:45:30 
+	 */  
+	private Integer height;
+	
+	/**  
+	 * @Fields minHeight : 行最小高度
+	 * @author chenrui
+	 * @date 2024-09-26 09:47:28 
+	 */  
+	private int minHeight = 42;
+	
+	/**  
+	 * @Fields tdList : 行数据
+	 * @author chenrui
+	 * @date 2024-09-26 09:46:02 
+	 */  
+	private List<WordTableCellDTO> tdList;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/dto/WordTextDTO.java

@@ -0,0 +1,94 @@
+package org.jeecg.modules.airag.wordtpl.dto;
+
+import java.util.ArrayList;
+import java.util.List;
+
+import lombok.Data;
+
+/**
+ * @author chenrui
+ * @ClassName: DocTextDto
+ * @Description: word文本实体类
+ * @date 2024-09-24 10:19:57
+ */
+@Data
+public class WordTextDTO {
+
+    /**
+     * @Fields type : 类型
+     * @author chenrui
+     * @date 2024-09-29 08:53:27
+     */
+    private String type;
+    /**
+     * @Fields value : 内容
+     * @author chenrui
+     * @date 2024-09-24 10:20:12
+     */
+    private String value = "";
+
+    /**
+     * @Fields bold : 是否加粗 默认false
+     * @author chenrui
+     * @date 2024-09-24 10:20:33
+     */
+    private boolean bold = false;
+
+    /**
+     * @Fields color : 字体颜色
+     * @author chenrui
+     * @date 2024-09-24 10:21:08
+     */
+    private String color;
+
+    /**
+     * @Fields italic : 是否斜体 默认false
+     * @author chenrui
+     * @date 2024-09-24 10:21:25
+     */
+    private boolean italic = false;
+
+    /**
+     * @Fields underline : 是否下划线 默认false
+     * @author chenrui
+     * @date 2024-09-24 10:21:47
+     */
+    private boolean underline = false;
+
+    /**
+     * @Fields strikeout : 删除线 默认false
+     * @author chenrui
+     * @date 2024-09-24 10:22:06
+     */
+    private boolean strikeout = false;
+
+    /**
+     * @Fields size : 字号大小
+     * @author chenrui
+     * @date 2024-09-24 10:44:42
+     */
+    private int size;
+
+    /**
+     * @Fields font : 字体，默认微软雅黑
+     * @author chenrui
+     * @date 2024-09-24 10:45:31
+     */
+    private String font = "微软雅黑";
+
+    /**
+     * @Fields highlight : 高亮颜色
+     * @author chenrui
+     * @date 2024-09-25 11:20:23
+     */
+    private String highlight;
+
+    /**
+     * @Fields rowFlex : 水平对齐方式，默认left
+     * @author chenrui
+     * @date 2024-09-27 09:12:18
+     */
+    private String rowFlex = "left";
+
+    private List<Object> dashArray = new ArrayList<>();
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/dto/WordTplGenDTO.java

@@ -0,0 +1,31 @@
+package org.jeecg.modules.airag.wordtpl.dto;
+
+import lombok.Data;
+
+import java.util.Map;
+
+/**
+ * word模版生成入参
+ * @author chenrui
+ * @date 2025/7/10 14:38
+ */
+@Data
+public class WordTplGenDTO {
+
+    /**
+     * 模版id
+     */
+    String templateId;
+
+
+    /**
+     * 模版code
+     */
+    String templateCode;
+
+    /**
+     * 数据
+     */
+    Map<String,Object> data;
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/entity/EoaWordTemplate.java

@@ -0,0 +1,126 @@
+package org.jeecg.modules.airag.wordtpl.entity;
+
+import com.baomidou.mybatisplus.annotation.IdType;
+import com.baomidou.mybatisplus.annotation.TableId;
+import com.baomidou.mybatisplus.annotation.TableName;
+import com.fasterxml.jackson.annotation.JsonFormat;
+import io.swagger.v3.oas.annotations.media.Schema;
+import lombok.Data;
+import lombok.EqualsAndHashCode;
+import lombok.experimental.Accessors;
+import org.jeecgframework.poi.excel.annotation.Excel;
+import org.springframework.format.annotation.DateTimeFormat;
+
+import java.io.Serializable;
+import java.util.Date;
+
+/**
+ * @Description: word模版管理
+ * @Author: jeecg-boot
+ * @Date: 2025-07-04
+ * @Version: V1.0
+ */
+@Data
+@TableName("aigc_word_template")
+@Accessors(chain = true)
+@EqualsAndHashCode(callSuper = false)
+@Schema(description = "word模版管理")
+public class EoaWordTemplate implements Serializable {
+    private static final long serialVersionUID = 1L;
+
+    /**
+     * 主键
+     */
+    @TableId(type = IdType.ASSIGN_ID)
+    @Schema(description = "主键")
+    private String id;
+    /**
+     * 创建人
+     */
+    @Schema(description = "创建人")
+    private String createBy;
+    /**
+     * 创建日期
+     */
+    @JsonFormat(timezone = "GMT+8", pattern = "yyyy-MM-dd HH:mm:ss")
+    @DateTimeFormat(pattern = "yyyy-MM-dd HH:mm:ss")
+    @Schema(description = "创建日期")
+    private Date createTime;
+    /**
+     * 更新人
+     */
+    @Schema(description = "更新人")
+    private String updateBy;
+    /**
+     * 更新日期
+     */
+    @JsonFormat(timezone = "GMT+8", pattern = "yyyy-MM-dd HH:mm:ss")
+    @DateTimeFormat(pattern = "yyyy-MM-dd HH:mm:ss")
+    @Schema(description = "更新日期")
+    private Date updateTime;
+    /**
+     * 所属部门
+     */
+    @Schema(description = "所属部门")
+    private String sysOrgCode;
+    /**
+     * 模版名称
+     */
+    @Excel(name = "模版名称", width = 15)
+    @Schema(description = "模版名称")
+    private String name;
+    /**
+     * 模版编码
+     */
+    @Excel(name = "模版编码", width = 15)
+    @Schema(description = "模版编码")
+    private String code;
+    /**
+     * 页眉
+     */
+    @Excel(name = "页眉", width = 15)
+    @Schema(description = "页眉")
+    private String header;
+    /**
+     * 页脚
+     */
+    @Excel(name = "页脚", width = 15)
+    @Schema(description = "页脚")
+    private String footer;
+    /**
+     * 主体内容
+     */
+    @Excel(name = "主体内容", width = 15)
+    @Schema(description = "主体内容")
+    private String main;
+    /**
+     * 页边距
+     */
+    @Excel(name = "页边距", width = 15)
+    @Schema(description = "页边距")
+    private String margins;
+    /**
+     * 宽度
+     */
+    @Excel(name = "宽度", width = 15)
+    @Schema(description = "宽度")
+    private Integer width;
+    /**
+     * 高度
+     */
+    @Excel(name = "高度", width = 15)
+    @Schema(description = "高度")
+    private Integer height;
+    /**
+     * 纸张方向 vertical纵向 horizontal横向
+     */
+    @Excel(name = "纸张方向 vertical纵向 horizontal横向", width = 15)
+    @Schema(description = "纸张方向 vertical纵向 horizontal横向")
+    private String paperDirection;
+    /**
+     * 水印
+     */
+    @Excel(name = "水印", width = 15)
+    @Schema(description = "水印")
+    private String watermark;
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/mapper/EoaWordTemplateMapper.java

@@ -0,0 +1,14 @@
+package org.jeecg.modules.airag.wordtpl.mapper;
+
+import com.baomidou.mybatisplus.core.mapper.BaseMapper;
+import org.jeecg.modules.airag.wordtpl.entity.EoaWordTemplate;
+
+/**
+ * @Description: word模版管理
+ * @Author: jeecg-boot
+ * @Date:   2025-07-04
+ * @Version: V1.0
+ */
+public interface EoaWordTemplateMapper extends BaseMapper<EoaWordTemplate> {
+
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/mapper/xml/EoaWordTemplateMapper.xml

@@ -0,0 +1,5 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!DOCTYPE mapper PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN" "http://mybatis.org/dtd/mybatis-3-mapper.dtd">
+<mapper namespace="org.jeecg.modules.airag.wordtpl.mapper.EoaWordTemplateMapper">
+
+</mapper>

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/service/IEoaWordTemplateService.java

@@ -0,0 +1,26 @@
+package org.jeecg.modules.airag.wordtpl.service;
+
+import com.baomidou.mybatisplus.extension.service.IService;
+import org.jeecg.modules.airag.wordtpl.dto.WordTplGenDTO;
+import org.jeecg.modules.airag.wordtpl.entity.EoaWordTemplate;
+
+import java.io.ByteArrayOutputStream;
+
+/**
+ * @Description: word模版管理
+ * @Author: jeecg-boot
+ * @Date:   2025-07-04
+ * @Version: V1.0
+ */
+public interface IEoaWordTemplateService extends IService<EoaWordTemplate> {
+
+    /**
+     * 通过模版生成word文档
+     *
+     * @param wordTplGenDTO
+     * @return
+     * @author chenrui
+     * @date 2025/7/10 14:40
+     */
+    void generateWordFromTpl(WordTplGenDTO wordTplGenDTO, ByteArrayOutputStream wordOutputStream);
+}

jeecg-boot/jeecg-boot-module/jeecg-boot-module-airag/src/main/java/org/jeecg/modules/airag/wordtpl/service/impl/EoaWordTemplateServiceImpl.java

@@ -0,0 +1,85 @@
+package org.jeecg.modules.airag.wordtpl.service.impl;
+
+import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
+import com.deepoove.poi.XWPFTemplate;
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.common.constant.DataBaseConstant;
+import org.jeecg.common.exception.JeecgBootException;
+import org.jeecg.common.system.util.JwtUtil;
+import org.jeecg.common.util.AssertUtils;
+import org.jeecg.modules.airag.wordtpl.dto.WordTplGenDTO;
+import org.jeecg.modules.airag.wordtpl.entity.EoaWordTemplate;
+import org.jeecg.modules.airag.wordtpl.mapper.EoaWordTemplateMapper;
+import org.jeecg.modules.airag.wordtpl.service.IEoaWordTemplateService;
+import org.jeecg.modules.airag.wordtpl.utils.WordTplUtils;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.io.*;
+import java.util.Map;
+
+/**
+ * @Description: word模版管理
+ * @Author: jeecg-boot
+ * @Date:   2025-07-04
+ * @Version: V1.0
+ */
+@Slf4j
+@Service("eoaWordTemplateService")
+public class EoaWordTemplateServiceImpl extends ServiceImpl<EoaWordTemplateMapper, EoaWordTemplate> implements IEoaWordTemplateService {
+
+    /**
+     * 内置的系统变量键列表
+     */
+    private static final String[] SYSTEM_KEYS = {
+            DataBaseConstant.SYS_ORG_CODE, DataBaseConstant.SYS_ORG_CODE_TABLE, DataBaseConstant.SYS_MULTI_ORG_CODE,
+            DataBaseConstant.SYS_MULTI_ORG_CODE_TABLE, DataBaseConstant.SYS_ORG_ID, DataBaseConstant.SYS_ORG_ID_TABLE,
+            DataBaseConstant.SYS_ROLE_CODE, DataBaseConstant.SYS_ROLE_CODE_TABLE, DataBaseConstant.SYS_USER_CODE,
+            DataBaseConstant.SYS_USER_CODE_TABLE, DataBaseConstant.SYS_USER_ID, DataBaseConstant.SYS_USER_ID_TABLE,
+            DataBaseConstant.SYS_USER_NAME, DataBaseConstant.SYS_USER_NAME_TABLE, DataBaseConstant.SYS_DATE,
+            DataBaseConstant.SYS_DATE_TABLE, DataBaseConstant.SYS_TIME, DataBaseConstant.SYS_TIME_TABLE,
+            DataBaseConstant.SYS_BASE_PATH
+    };
+
+    @Autowired
+    WordTplUtils wordTplUtils;
+
+    @Override
+    public void generateWordFromTpl(WordTplGenDTO wordTplGenDTO, ByteArrayOutputStream wordOutputStream) {
+        AssertUtils.assertNotEmpty("参数异常", wordTplGenDTO);
+        AssertUtils.assertNotEmpty("模版ID不能为空", wordTplGenDTO.getTemplateId());
+        String templateId = wordTplGenDTO.getTemplateId();
+        // 生成word模版 date:2025/7/10
+        EoaWordTemplate template = getById(templateId);
+        ByteArrayOutputStream wordTemplateOut = new ByteArrayOutputStream();
+        wordTplUtils.generateWordTemplate(template, wordTemplateOut);
+        //根据word模版和数据生成word文件
+        Map<String, Object> data = wordTplGenDTO.getData();
+        mergeSystemVarsToData(data);
+        try {
+            XWPFTemplate.compile(new ByteArrayInputStream(wordTemplateOut.toByteArray())).render(data).write(wordOutputStream);
+        }catch (Exception e){
+            log.error(e.getMessage(), e);
+            throw new JeecgBootException("生成word文档失败，请检查模版和数据是否正确");
+        }
+
+    }
+
+    /**
+     * 将系统变量合并到数据中
+     *
+     * @param data
+     * @author chenrui
+     * @date 2025/7/3 17:43
+     */
+    private static void mergeSystemVarsToData(Map<String, Object> data) {
+        for (String key : SYSTEM_KEYS) {
+            if (!data.containsKey(key)) {
+                String value = JwtUtil.getUserSystemData(key, null);
+                if (value != null) {
+                    data.put(key, value);
+                }
+            }
+        }
+    }
+}

jeecg-boot/jeecg-boot-module/jeecg-module-demo/pom.xml

@@ -5,7 +5,7 @@
     <parent>
         <artifactId>jeecg-boot-module</artifactId>
         <groupId>org.jeecgframework.boot3</groupId>
-        <version>3.9.0</version>
+        <version>3.9.1</version>
     </parent>
     <modelVersion>4.0.0</modelVersion>
 

jeecg-boot/jeecg-boot-module/jeecg-module-demo/src/main/java/org/jeecg/modules/demo/mcp/McpDemoController.java

@@ -0,0 +1,326 @@
+package org.jeecg.modules.demo.mcp;
+
+import com.alibaba.fastjson.JSON;
+import com.alibaba.fastjson.JSONObject;
+import io.swagger.v3.oas.annotations.Operation;
+import io.swagger.v3.oas.annotations.tags.Tag;
+import jakarta.servlet.http.HttpServletRequest;
+import jakarta.servlet.http.HttpServletResponse;
+import lombok.extern.slf4j.Slf4j;
+import org.jeecg.config.shiro.IgnoreAuth;
+import org.springframework.http.MediaType;
+import org.springframework.web.bind.annotation.*;
+import org.springframework.web.servlet.mvc.method.annotation.SseEmitter;
+import java.io.IOException;
+import java.io.PrintWriter;
+import java.time.LocalDateTime;
+import java.time.format.DateTimeFormatter;
+import java.util.*;
+import java.util.concurrent.ConcurrentHashMap;
+
+/**
+ * MCP Server 示例 (Model Context Protocol)
+ * 
+ * 这是一个符合 MCP 协议的服务端实现，支持 SSE 传输。
+ * 
+ * 连接地址: http://你的服务器:8080/jeecg-boot/demo/mcp/sse
+ * 
+ * 提供的工具:
+ * - hello: 打招呼工具
+ * - get_time: 获取当前时间
+ * - calculate: 简单计算器
+ */
+@Slf4j
+@RestController
+@RequestMapping("/demo/mcp")
+@Tag(name = "MCP Server 示例")
+public class McpDemoController {
+
+    // 存储 SSE 连接
+    private final Map<String, SseEmitter> sseEmitters = new ConcurrentHashMap<>();
+    
+    // 定义工具列表
+    private final List<Map<String, Object>> TOOLS = List.of(
+            Map.of(
+                    "name", "hello",
+                    "description", "打招呼工具，返回问候语",
+                    "inputSchema", Map.of(
+                            "type", "object",
+                            "properties", Map.of(
+                                    "name", Map.of("type", "string", "description", "你的名字")
+                            ),
+                            "required", List.of("name")
+                    )
+            ),
+            Map.of(
+                    "name", "get_time",
+                    "description", "获取当前服务器时间",
+                    "inputSchema", Map.of(
+                            "type", "object",
+                            "properties", Map.of()
+                    )
+            ),
+            Map.of(
+                    "name", "calculate",
+                    "description", "简单计算器，支持加减乘除",
+                    "inputSchema", Map.of(
+                            "type", "object",
+                            "properties", Map.of(
+                                    "a", Map.of("type", "number", "description", "第一个数"),
+                                    "b", Map.of("type", "number", "description", "第二个数"),
+                                    "operator", Map.of("type", "string", "description", "运算符: +, -, *, /")
+                            ),
+                            "required", List.of("a", "b", "operator")
+                    )
+            )
+    );
+
+    /**
+     * MCP SSE 端点 - 客户端通过此接口建立 SSE 连接
+     */
+    @IgnoreAuth
+    @GetMapping(value = "/sse", produces = MediaType.TEXT_EVENT_STREAM_VALUE)
+    @Operation(summary = "MCP SSE 连接端点")
+    public SseEmitter sse(HttpServletRequest request) {
+        String clientId = UUID.randomUUID().toString();
+        log.info("[MCP Server] 新客户端 SSE 连接: {}", clientId);
+        
+        SseEmitter emitter = new SseEmitter(0L); // 不超时
+        sseEmitters.put(clientId, emitter);
+        
+        emitter.onCompletion(() -> {
+            log.info("[MCP Server] 客户端断开: {}", clientId);
+            sseEmitters.remove(clientId);
+        });
+        emitter.onTimeout(() -> {
+            log.info("[MCP Server] 客户端超时: {}", clientId);
+            sseEmitters.remove(clientId);
+        });
+        emitter.onError(e -> {
+            log.error("[MCP Server] SSE 错误: {}", e.getMessage());
+            sseEmitters.remove(clientId);
+        });
+        
+        // 发送 endpoint 事件，告诉客户端消息端点地址
+        try {
+            String baseUrl = request.getScheme() + "://" + request.getServerName() + ":" + request.getServerPort();
+            String messageEndpoint = baseUrl + request.getContextPath() + "/demo/mcp/message?sessionId=" + clientId;
+            emitter.send(SseEmitter.event()
+                    .name("endpoint")
+                    .data(messageEndpoint));
+            log.info("[MCP Server] 发送 endpoint 事件: {}", messageEndpoint);
+        } catch (IOException e) {
+            log.error("[MCP Server] 发送 endpoint 事件失败", e);
+        }
+        
+        return emitter;
+    }
+
+    /**
+     * Streamable HTTP 端点 - 同时支持 POST 到 /sse 的 JSON-RPC 请求
+     * Cursor 客户端会先尝试这种方式
+     */
+    @IgnoreAuth
+    @PostMapping(value = "/sse")
+    @Operation(summary = "MCP Streamable HTTP 端点")
+    public void ssePost(@RequestBody String body, HttpServletResponse response) throws IOException {
+        log.info("[MCP Server] Streamable HTTP 请求: {}", body);
+        handleJsonRpcRequest(body, response);
+    }
+
+    /**
+     * MCP 消息处理端点 - 处理 JSON-RPC 请求
+     * 直接写入原始 JSON-RPC 响应，避免框架包装
+     */
+    @IgnoreAuth
+    @PostMapping(value = "/message")
+    @Operation(summary = "MCP 消息处理")
+    public void handleMessage(@RequestParam(required = false) String sessionId,
+                              @RequestBody String body,
+                              HttpServletResponse response) throws IOException {
+        log.info("[MCP Server] 收到消息, sessionId: {}, body: {}", sessionId, body);
+        handleJsonRpcRequest(body, response);
+    }
+
+    /**
+     * 处理 JSON-RPC 请求的公共方法
+     */
+    private void handleJsonRpcRequest(String body, HttpServletResponse response) throws IOException {
+        response.setContentType("application/json;charset=UTF-8");
+        PrintWriter writer = response.getWriter();
+        
+        try {
+            JSONObject request = JSON.parseObject(body);
+            String method = request.getString("method");
+            Object id = request.get("id");
+            JSONObject params = request.getJSONObject("params");
+            
+            // 通知类消息（没有id）不需要响应
+            if (id == null) {
+                log.info("[MCP Server] 收到通知: {}", method);
+                writer.write("{}");
+                writer.flush();
+                return;
+            }
+            
+            // 构建 JSON-RPC 2.0 响应
+            Map<String, Object> jsonRpcResponse = new LinkedHashMap<>();
+            jsonRpcResponse.put("jsonrpc", "2.0");
+            jsonRpcResponse.put("id", id);
+            
+            try {
+                Object result = switch (method) {
+                    case "initialize" -> handleInitialize(params);
+                    case "initialized", "notifications/initialized" -> handleInitialized();
+                    case "tools/list" -> handleToolsList();
+                    case "tools/call" -> handleToolsCall(params);
+                    case "ping" -> handlePing();
+                    case "notifications/cancelled" -> handleCancelled(params);
+                    default -> {
+                        if (method != null && method.startsWith("notifications/")) {
+                            log.info("[MCP Server] 忽略未知通知: {}", method);
+                            yield Map.of();
+                        }
+                        throw new RuntimeException("未知方法: " + method);
+                    }
+                };
+                jsonRpcResponse.put("result", result);
+            } catch (Exception e) {
+                log.error("[MCP Server] 处理请求失败", e);
+                jsonRpcResponse.put("error", Map.of(
+                        "code", -32603,
+                        "message", e.getMessage()
+                ));
+            }
+            
+            String responseJson = JSON.toJSONString(jsonRpcResponse);
+            log.info("[MCP Server] 返回: {}", responseJson);
+            writer.write(responseJson);
+            
+        } catch (Exception e) {
+            log.error("[MCP Server] 解析请求失败", e);
+            writer.write("{\"jsonrpc\":\"2.0\",\"id\":null,\"error\":{\"code\":-32700,\"message\":\"Parse error\"}}");
+        }
+        
+        writer.flush();
+    }
+
+    /**
+     * 处理 initialize 请求
+     */
+    private Map<String, Object> handleInitialize(JSONObject params) {
+        log.info("[MCP Server] 初始化请求: {}", params);
+        return Map.of(
+                "protocolVersion", "2024-11-05",
+                "capabilities", Map.of(
+                        "tools", Map.of()
+                ),
+                "serverInfo", Map.of(
+                        "name", "jeecg-mcp-demo",
+                        "version", "1.0.0"
+                )
+        );
+    }
+    
+    /**
+     * 处理 initialized 通知
+     */
+    private Map<String, Object> handleInitialized() {
+        log.info("[MCP Server] 客户端已初始化完成");
+        return Map.of();
+    }
+    
+    /**
+     * 处理 ping 请求
+     */
+    private Map<String, Object> handlePing() {
+        log.info("[MCP Server] Ping");
+        return Map.of();
+    }
+    
+    /**
+     * 处理 notifications/cancelled 通知
+     */
+    private Map<String, Object> handleCancelled(JSONObject params) {
+        log.info("[MCP Server] 请求被取消: {}", params);
+        return Map.of();
+    }
+
+    /**
+     * 处理 tools/list 请求
+     */
+    private Map<String, Object> handleToolsList() {
+        log.info("[MCP Server] 获取工具列表");
+        return Map.of("tools", TOOLS);
+    }
+
+    /**
+     * 处理 tools/call 请求
+     */
+    private Map<String, Object> handleToolsCall(JSONObject params) {
+        String toolName = params.getString("name");
+        JSONObject arguments = params.getJSONObject("arguments");
+        if (arguments == null) {
+            arguments = new JSONObject();
+        }
+        log.info("[MCP Server] 调用工具: {}, 参数: {}", toolName, arguments);
+        
+        String result = switch (toolName) {
+            case "hello" -> {
+                String name = arguments.getString("name");
+                if (name == null || name.isEmpty()) {
+                    name = "World";
+                }
+                yield "你好, " + name + "! 欢迎使用 JeecgBoot MCP 服务!";
+            }
+            case "get_time" -> {
+                yield "当前时间: " + LocalDateTime.now().format(DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss"));
+            }
+            case "calculate" -> {
+                double a = arguments.getDoubleValue("a");
+                double b = arguments.getDoubleValue("b");
+                String op = arguments.getString("operator");
+                if (op == null) op = "+";
+                double res = switch (op) {
+                    case "+" -> a + b;
+                    case "-" -> a - b;
+                    case "*" -> a * b;
+                    case "/" -> b != 0 ? a / b : Double.NaN;
+                    default -> throw new RuntimeException("不支持的运算符: " + op);
+                };
+                yield String.format("%.2f %s %.2f = %.2f", a, op, b, res);
+            }
+            default -> throw new RuntimeException("未知工具: " + toolName);
+        };
+        
+        return Map.of(
+                "content", List.of(Map.of(
+                        "type", "text",
+                        "text", result
+                ))
+        );
+    }
+
+    /**
+     * 使用说明页面
+     */
+    @IgnoreAuth
+    @GetMapping("/info")
+    @Operation(summary = "MCP Server 使用说明")
+    public Map<String, Object> info(HttpServletRequest request) {
+        log.info("[MCP Server] Hello 接口被访问");
+        String baseUrl = request.getScheme() + "://" + request.getServerName() + ":" + request.getServerPort() + request.getContextPath();
+        return Map.of(
+                "success", true,
+                "message", "JeecgBoot MCP Server 示例",
+                "sseUrl", baseUrl + "/demo/mcp/sse",
+                "tools", List.of(
+                        Map.of("name", "hello", "description", "打招呼工具", "params", "name: 你的名字"),
+                        Map.of("name", "get_time", "description", "获取当前时间", "params", "无"),
+                        Map.of("name", "calculate", "description", "简单计算器", "params", "a, b, operator(+,-,*,/)")
+                ),
+                "usage", "在 Cursor/Claude 等 MCP 客户端中配置 SSE URL: " + baseUrl + "/demo/mcp/sse",
+                "example", "请调用 hello 工具，参数 name 填 \"测试用户\""
+        );
+    }
+}

jeecg-boot/jeecg-boot-module/jeecg-module-demo/src/main/java/org/jeecg/modules/demo/test/controller/JeecgDemoController.java

@@ -72,10 +72,10 @@ public class JeecgDemoController extends JeecgController<JeecgDemo, IJeecgDemoSe
         Page<JeecgDemo> page = new Page<JeecgDemo>(pageNo, pageSize);
 
         IPage<JeecgDemo> pageList = jeecgDemoService.page(page, queryWrapper);
-        log.info("查询当前页：" + pageList.getCurrent());
+        log.debug("查询当前页：" + pageList.getCurrent());
-        log.info("查询当前页数量：" + pageList.getSize());
+        log.debug("查询当前页数量：" + pageList.getSize()); 
-        log.info("查询结果数量：" + pageList.getRecords().size());
+        log.debug("查询结果数量：" + pageList.getRecords().size());
-        log.info("数据总数：" + pageList.getTotal());
+        log.debug("数据总数：" + pageList.getTotal());
         return Result.OK(pageList);
     }
 

jeecg-boot/jeecg-boot-module/pom.xml

@@ -5,7 +5,7 @@
     <parent>
         <artifactId>jeecg-boot-parent</artifactId>
         <groupId>org.jeecgframework.boot3</groupId>
-        <version>3.9.0</version>
+        <version>3.9.1</version>
     </parent>
     <modelVersion>4.0.0</modelVersion>
 

jeecg-boot/jeecg-module-system/jeecg-system-api/jeecg-system-cloud-api/pom.xml

@@ -5,7 +5,7 @@
     <parent>
         <artifactId>jeecg-system-api</artifactId>
         <groupId>org.jeecgframework.boot3</groupId>
-        <version>3.9.0</version>
+        <version>3.9.1</version>
     </parent>
     <modelVersion>4.0.0</modelVersion>