迁移大模型

oa-back/pom.xml

@@ -23,11 +23,11 @@
         <swagger.version>3.0.0</swagger.version>
         <kaptcha.version>2.3.3</kaptcha.version>
         <pagehelper.boot.version>1.4.7</pagehelper.boot.version>
-        <fastjson.version>2.0.43</fastjson.version>
+        <fastjson.version>2.0.53</fastjson.version>
         <oshi.version>6.4.8</oshi.version>
         <commons.io.version>2.13.0</commons.io.version>
         <commons.collections.version>3.2.2</commons.collections.version>
-        <poi.version>4.1.2</poi.version>
+        <poi.version>5.2.5</poi.version>
         <velocity.version>2.3</velocity.version>
         <jwt.version>0.9.1</jwt.version>
         <flowable.version>6.8.0</flowable.version>
@@ -171,6 +171,26 @@
                 <version>${cmc.version}</version>
             </dependency>
 
+            <!-- 大模型-->
+            <dependency>
+                <groupId>com.ruoyi</groupId>
+                <artifactId>ruoyi-llm</artifactId>
+                <version>${cmc.version}</version>
+            </dependency>
+
+            <!-- 智能体-->
+            <dependency>
+                <groupId>com.ruoyi</groupId>
+                <artifactId>ruoyi-agent</artifactId>
+                <version>${cmc.version}</version>
+            </dependency>
+
+            <dependency>
+                <groupId>com.google.protobuf</groupId>
+                <artifactId>protobuf-java</artifactId>
+                <version>3.25.5</version>
+            </dependency>
+
             <dependency>
                 <groupId>com.ruoyi</groupId>
                 <artifactId>ruoyi-flowable</artifactId>
@@ -198,6 +218,8 @@
 
     <modules>
         <module>ruoyi-admin</module>
+        <module>ruoyi-llm</module>
+        <module>ruoyi-agent</module>
         <module>ruoyi-framework</module>
         <module>ruoyi-system</module>
         <module>ruoyi-quartz</module>

oa-back/ruoyi-admin/pom.xml

@@ -39,8 +39,9 @@
 
          <!-- Mysql驱动包 -->
         <dependency>
-            <groupId>mysql</groupId>
-            <artifactId>mysql-connector-java</artifactId>
+            <groupId>com.mysql</groupId>
+            <artifactId>mysql-connector-j</artifactId>
+            <version>8.0.33</version>
         </dependency>
 
         <!-- 核心模块-->
@@ -67,6 +68,12 @@
             <artifactId>ruoyi-flowable</artifactId>
         </dependency>
 
+        <!-- 大模型-->
+        <dependency>
+            <groupId>com.ruoyi</groupId>
+            <artifactId>ruoyi-llm</artifactId>
+        </dependency>
+
     </dependencies>
 
     <build>

oa-back/ruoyi-admin/src/main/java/com/ruoyi/web/controller/oa/CmcDepositController.java

@@ -4,7 +4,6 @@ import java.util.Date;
 import java.util.List;
 import javax.servlet.http.HttpServletResponse;
 
-import liquibase.pro.packaged.D;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.web.bind.annotation.GetMapping;
 import org.springframework.web.bind.annotation.PostMapping;

oa-back/ruoyi-agent/pom.xml

@@ -0,0 +1,164 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <parent>
+        <artifactId>ruoyi</artifactId>
+        <groupId>com.ruoyi</groupId>
+        <version>3.8.7</version>
+    </parent>
+    <modelVersion>4.0.0</modelVersion>
+    <packaging>jar</packaging>
+
+    <artifactId>ruoyi-agent</artifactId>
+
+    <description>
+        cmc智能体
+    </description>
+
+    <properties>
+        <solon.version>3.5.1</solon.version>
+    </properties>
+
+    <dependencies>
+
+        <dependency>
+            <groupId>org.noear</groupId>
+            <artifactId>solon-lib</artifactId>
+        </dependency>
+
+        <dependency>
+            <groupId>org.noear</groupId>
+            <artifactId>solon-web-servlet</artifactId>
+        </dependency>
+
+        <!-- Spring Boot Web -->
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-web</artifactId>
+        </dependency>
+
+        <!-- Solon模型上下文协议 -->
+        <dependency>
+            <groupId>org.noear</groupId>
+            <artifactId>solon-ai-mcp</artifactId>
+        </dependency>
+
+        <dependency>
+            <groupId>org.apache.poi</groupId>
+            <artifactId>poi</artifactId>
+            <version>5.2.5</version>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.poi</groupId>
+            <artifactId>poi-ooxml</artifactId>
+            <version>5.2.5</version>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.poi</groupId>
+            <artifactId>poi-scratchpad</artifactId>
+            <version>5.2.5</version>
+        </dependency>
+        <dependency>
+            <groupId>com.alibaba.fastjson2</groupId>
+            <artifactId>fastjson2</artifactId>
+        </dependency>
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-embeddings-bge-small-zh-v15</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+        <dependency>
+            <groupId>io.milvus</groupId>
+            <artifactId>milvus-sdk-java</artifactId>
+            <version>2.6.2</version>
+        </dependency>
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-document-parser-apache-pdfbox</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+    </dependencies>
+
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>org.noear</groupId>
+                <artifactId>solon-parent</artifactId>
+                <version>${solon.version}</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
+
+    <build>
+        <finalName>${project.name}</finalName>
+        <plugins>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-compiler-plugin</artifactId>
+                <version>3.11.0</version>
+                <configuration>
+                    <compilerArgument>-parameters</compilerArgument>
+                    <source>8</source>
+                    <target>8</target>
+                    <encoding>UTF-8</encoding>
+                </configuration>
+            </plugin>
+
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-assembly-plugin</artifactId>
+                <configuration>
+                    <finalName>${project.name}</finalName>
+                    <appendAssemblyId>false</appendAssemblyId>
+                    <descriptorRefs>
+                        <descriptorRef>jar-with-dependencies</descriptorRef>
+                    </descriptorRefs>
+                    <archive>
+                        <manifest>
+                            <mainClass>webapp.HelloApp</mainClass>
+                        </manifest>
+                    </archive>
+                </configuration>
+                <executions>
+                    <execution>
+                        <id>make-assembly</id>
+                        <phase>package</phase>
+                        <goals>
+                            <goal>single</goal>
+                        </goals>
+                    </execution>
+                </executions>
+            </plugin>
+        </plugins>
+    </build>
+
+
+    <repositories>
+        <repository>
+            <id>sonatype-snapshots</id>
+            <name>Sonatype Snapshots</name>
+            <url>https://central.sonatype.com/repository/maven-snapshots/</url>
+            <releases>
+                <enabled>false</enabled>
+            </releases>
+        </repository>
+    </repositories>
+    <pluginRepositories>
+        <pluginRepository>
+            <id>sonatype-snapshots</id>
+            <name>Sonatype Snapshots</name>
+            <url>https://central.sonatype.com/repository/maven-snapshots/</url>
+            <releases>
+                <enabled>false</enabled>
+            </releases>
+        </pluginRepository>
+    </pluginRepositories>
+</project>

oa-back/ruoyi-agent/src/main/java/com/ruoyi/agent/RuoYiAgentApplication.java

@@ -0,0 +1,19 @@
+package com.ruoyi.agent;
+
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+
+/**
+ * 启动程序
+ * 
+ * @author ruoyi
+ */
+@SpringBootApplication
+public class RuoYiAgentApplication
+{
+    public static void main(String[] args)
+    {
+        SpringApplication.run(RuoYiAgentApplication.class, args);
+        System.out.println("智能体启动成功 \n");
+    }
+}

oa-back/ruoyi-agent/src/main/java/com/ruoyi/agent/service/IMcpService.java

@@ -0,0 +1,9 @@
+package com.ruoyi.agent.service;
+
+/**
+ * （通过此接口，自动收集 McpServerEndpoint 组件类）
+ *
+ * @author noear 2025/5/6 created
+ */
+public interface IMcpService {
+}

oa-back/ruoyi-agent/src/main/java/com/ruoyi/agent/service/McpServerConfig.java

@@ -0,0 +1,73 @@
+package com.ruoyi.agent.service;
+
+import org.noear.solon.Solon;
+import org.noear.solon.ai.chat.tool.MethodToolProvider;
+import org.noear.solon.ai.mcp.server.McpServerEndpointProvider;
+import org.noear.solon.ai.mcp.server.annotation.McpServerEndpoint;
+import org.noear.solon.ai.mcp.server.prompt.MethodPromptProvider;
+import org.noear.solon.ai.mcp.server.resource.MethodResourceProvider;
+import org.noear.solon.web.servlet.SolonServletFilter;
+import org.springframework.aop.support.AopUtils;
+import org.springframework.boot.web.servlet.FilterRegistrationBean;
+import org.springframework.context.annotation.Bean;
+import org.springframework.context.annotation.Configuration;
+import org.springframework.core.annotation.AnnotationUtils;
+
+import javax.annotation.PostConstruct;
+import javax.annotation.PreDestroy;
+import java.util.List;
+
+/**
+ * 这个类独立一个目录，可以让 Solon 扫描范围最小化
+ * */
+@Configuration
+public class McpServerConfig {
+    @PostConstruct
+    public void start() {
+        Solon.start(McpServerConfig.class, new String[]{"--cfg=application.yml"});
+    }
+
+    @PreDestroy
+    public void stop() {
+        if (Solon.app() != null) {
+            Solon.stopBlock(false, Solon.cfg().stopDelay());
+        }
+    }
+
+    @Bean
+    public McpServerConfig init(List<IMcpService> serverEndpoints) {
+        //提取实现容器里 IMcpService 接口的 bean ，并注册为服务端点
+        for (IMcpService serverEndpoint : serverEndpoints) {
+            Class<?> serverEndpointClz = AopUtils.getTargetClass(serverEndpoint);
+            McpServerEndpoint anno = AnnotationUtils.findAnnotation(serverEndpointClz, McpServerEndpoint.class);
+
+            if (anno == null) {
+                continue;
+            }
+
+            McpServerEndpointProvider serverEndpointProvider = McpServerEndpointProvider.builder()
+                    .from(serverEndpointClz, anno)
+                    .build();
+
+            serverEndpointProvider.addTool(new MethodToolProvider(serverEndpointClz, serverEndpoint));
+            serverEndpointProvider.addResource(new MethodResourceProvider(serverEndpointClz, serverEndpoint));
+            serverEndpointProvider.addPrompt(new MethodPromptProvider(serverEndpointClz, serverEndpoint));
+
+            serverEndpointProvider.postStart();
+
+            //可以再把 serverEndpointProvider 手动转入 SpringBoot 容器
+        }
+
+        //为了能让这个 init 能正常运行
+        return this;
+    }
+
+    @Bean
+    public FilterRegistrationBean mcpServerFilter() {
+        FilterRegistrationBean<SolonServletFilter> filter = new FilterRegistrationBean<>();
+        filter.setName("SolonFilter");
+        filter.addUrlPatterns("/mcp/*");
+        filter.setFilter(new SolonServletFilter());
+        return filter;
+    }
+}

oa-back/ruoyi-agent/src/main/java/com/ruoyi/agent/service/impl/McpServiceImpl.java

@@ -0,0 +1,369 @@
+package com.ruoyi.agent.service.impl;
+
+import com.alibaba.fastjson2.JSONObject;
+import com.ruoyi.agent.service.IMcpService;
+import dev.langchain4j.data.document.Document;
+import dev.langchain4j.data.document.parser.TextDocumentParser;
+import dev.langchain4j.data.document.parser.apache.pdfbox.ApachePdfBoxDocumentParser;
+import dev.langchain4j.data.document.splitter.DocumentByParagraphSplitter;
+import dev.langchain4j.data.embedding.Embedding;
+import dev.langchain4j.data.segment.TextSegment;
+import dev.langchain4j.model.embedding.EmbeddingModel;
+import dev.langchain4j.model.embedding.onnx.bgesmallzhv15.BgeSmallZhV15EmbeddingModel;
+import dev.langchain4j.store.embedding.EmbeddingMatch;
+import dev.langchain4j.store.embedding.EmbeddingSearchRequest;
+import dev.langchain4j.store.embedding.inmemory.InMemoryEmbeddingStore;
+import io.milvus.v2.client.ConnectConfig;
+import io.milvus.v2.client.MilvusClientV2;
+import io.milvus.v2.common.IndexParam;
+import io.milvus.v2.service.collection.request.LoadCollectionReq;
+import io.milvus.v2.service.collection.request.ReleaseCollectionReq;
+import io.milvus.v2.service.vector.request.SearchReq;
+import io.milvus.v2.service.vector.request.data.BaseVector;
+import io.milvus.v2.service.vector.request.data.FloatVec;
+import io.milvus.v2.service.vector.response.SearchResp;
+import org.apache.poi.extractor.POITextExtractor;
+import org.apache.poi.extractor.ExtractorFactory;
+import org.apache.poi.xwpf.usermodel.*;
+import org.apache.xmlbeans.XmlCursor;
+import org.noear.solon.Solon;
+import org.noear.solon.ai.annotation.ToolMapping;
+import org.noear.solon.ai.chat.ChatModel;
+import org.noear.solon.ai.chat.ChatResponse;
+import org.noear.solon.ai.chat.ChatSession;
+import org.noear.solon.ai.chat.message.AssistantMessage;
+import org.noear.solon.ai.chat.message.ChatMessage;
+import org.noear.solon.ai.chat.session.InMemoryChatSession;
+import org.noear.solon.ai.mcp.McpChannel;
+import org.noear.solon.ai.mcp.server.annotation.McpServerEndpoint;
+import org.noear.solon.annotation.Param;
+import org.springframework.stereotype.Service;
+
+import java.io.*;
+import java.util.*;
+
+@Service
+@McpServerEndpoint(channel = McpChannel.SSE, mcpEndpoint = "/mcp/sse")
+public class McpServiceImpl implements IMcpService {
+
+    private static final EmbeddingModel embeddingModel = new BgeSmallZhV15EmbeddingModel();
+
+    private static final String llmServiceUrl = "http://192.168.28.196:8000/v1/chat/completions";
+
+    private static final MilvusClientV2 milvusClient = new MilvusClientV2(
+            ConnectConfig.builder()
+                    .uri("http://192.168.28.196:19530")
+                    .build());
+
+    /**
+     * 调用LLM+RAG（外部文件+知识库）生成回答
+     */
+    @ToolMapping(description = "章节撰写")
+    public AssistantMessage writeParagraph(@Param(description = "知识库名称") String collectionName,
+                                           @Param(description = "智能体名称") String agentName,
+                                           @Param(description = "章节名称") String title,
+                                           @Param(description = "技术文件地址") String templatePath) throws IOException
+    {
+            try {
+                if (templatePath.startsWith("/dev-api"))
+                    templatePath = templatePath.replace("/dev-api/profile", Solon.cfg().getProperty("cmc.profile"));
+                templatePath = Solon.cfg().getProperty("cmc.profile") + templatePath;
+                List<String> subTitles = extractSubTitles(templatePath, title);
+                List<JSONObject> contexts = retrieveFromMilvus(collectionName, title, 10);
+                return generateAnswerWithDocumentAndCollection(agentName, templatePath, subTitles, contexts);
+            } catch (IOException e) {
+                throw new RuntimeException(e);
+            }
+    }
+
+    /**
+     * 从Milvus检索相关文档
+     * @return
+     */
+    public List<JSONObject> retrieveFromMilvus(String collectionName, String query, int topK) {
+        List<JSONObject> resultList = new ArrayList<>();
+        List<List<SearchResp.SearchResult>> searchResultList = retrieve(collectionName, query, topK);
+        searchResultList.forEach(searchResult -> {
+            JSONObject result = new JSONObject();
+            result.put("file_name", searchResult.get(0).getEntity().get("file_name"));
+            result.put("content", searchResult.get(0).getEntity().get("content"));
+            resultList.add(result);
+        });
+        return resultList;
+    }
+
+    /**
+     * 调用LLM生成回答
+     */
+    public AssistantMessage generateAnswerWithDocumentAndCollection(String agentName, String templatePath, List<String> titles, List<JSONObject> contexts) throws IOException {
+        StringBuilder sb = new StringBuilder("招标文件内容：\n\n");
+        String filename = templatePath.replace("_" + agentName, "");
+        File profilePath = new File(filename);
+        if (!profilePath.exists()) {
+            filename = filename.replace(".docx", ".doc");
+            profilePath = new File(filename);
+        }
+        InMemoryEmbeddingStore<TextSegment> embeddingStore = new InMemoryEmbeddingStore<>();
+        List<TextSegment> segments = splitDocument(profilePath);
+        List<Embedding> embeddings = embeddingModel.embedAll(segments).content();
+        embeddingStore.addAll(embeddings, segments);
+        StringBuilder content = new StringBuilder();
+        for (String title : titles) {
+            Embedding queryEmbedding = embeddingModel.embed(title).content();
+            EmbeddingSearchRequest embeddingSearchRequest = EmbeddingSearchRequest.builder()
+                    .queryEmbedding(queryEmbedding)
+                    .minScore(0.7)
+                    .build();
+            List<EmbeddingMatch<TextSegment>> results = embeddingStore.search(embeddingSearchRequest).matches();
+            results.sort(Comparator.comparingDouble(EmbeddingMatch<TextSegment>::score).reversed());
+            for (EmbeddingMatch<TextSegment> embeddingMatch : results) {
+                String requests = embeddingMatch.embedded().toString();
+                sb.append(requests).append("\n\n");
+
+            }
+            sb.append("针对本项目招标文件内容，补全以下章节部分：\n\n").append(title);
+            content.append(generateAnswer(sb.toString()));
+        }
+        String absolutePath = templatePath.replace("/dev-api/profile", Solon.cfg().getProperty("cmc.profile"));
+        writeContent(content.toString(), titles, absolutePath);
+        for (JSONObject context : contexts) {
+            sb.append("文件").append(": ")
+                    .append(context.getString("file_name")).append("\n\n")
+                    .append("段落格式").append(": ")
+                    .append(context.getString("content")).append("\n\n");
+        }
+        content.append( "招标文件分析完成，章节内容已写入【<a href='")
+                .append(templatePath.replace(Solon.cfg().getProperty("cmc.profile"), "/dev-api/profile"))
+                .append("'> 技术文件" + "</a>】，请查阅\n\n")
+                .append("如需修改，请输入技术文件已有内容的章节标题\n\n")
+                .append(extractTitles(templatePath));
+        return ChatMessage.ofAssistant(content.toString());
+    }
+
+    /**
+     * 调用LLM生成回答
+     * @return
+     */
+    public String generateAnswer(String prompt) throws IOException {
+        ChatModel chatModel = ChatModel.of(llmServiceUrl)
+                .model("Qwen2.5-7B-Instruct")
+                .build();
+
+        List<ChatMessage> messages = new ArrayList<>();
+        messages.add(ChatMessage.ofUser(prompt));
+        ChatSession chatSession =  InMemoryChatSession.builder().messages(messages).build();
+        chatSession.addMessage(messages);
+        ChatResponse response = chatModel.prompt(chatSession).call();
+
+        return response.lastChoice().getMessage().getContent();
+    }
+
+    /**
+     * 写入章节内容
+     * @return
+     */
+    public void writeContent(String content, List<String> titles, String absolutePath) throws IOException {
+        String[] contentLines = content.split("\n");
+        Map<String, String> map = new HashMap<>();
+        File file = new File(absolutePath);
+        FileInputStream fileInputStream = new FileInputStream(file);
+        try (XWPFDocument document = new XWPFDocument(fileInputStream)) {
+            for (int i = 0; i < titles.size(); i++) {
+                int startIndex = Arrays.asList(contentLines).indexOf(titles.get(i));
+                StringBuilder text = new StringBuilder();
+                if (startIndex >= 0) {
+                    if (i < titles.size() - 1) {
+                        int endIndex = Arrays.asList(contentLines).indexOf(titles.get(i + 1));
+                        for (int c = startIndex + 1; c < endIndex; c++) {
+                            text.append(contentLines[c]).append("\n\n");
+                        }
+                    } else {
+                        if (startIndex + 1 < contentLines.length) {
+                            for (int c = startIndex + 1; c < contentLines.length; c++) {
+                                text.append(contentLines[c]).append("\n\n");
+                            }
+                        }
+                    }
+                }
+                else
+                    text.append(content);
+                map.put(titles.get(i), text.toString());
+            }
+
+            List<Integer> positions = new ArrayList<>();
+            List<String> contents = new ArrayList<>();
+            List<XWPFParagraph> paragraphs = document.getParagraphs();
+
+            for (int i = 0; i < paragraphs.size(); i++) {
+                XWPFParagraph paragraph = paragraphs.get(i);
+                for (String title : titles) {
+                    if (paragraph.getText().contains(title)) {
+                        positions.add(i);
+                        contents.add(map.get(title));
+                    }
+                }
+            }
+
+            for (int i = positions.size() - 1; i >= 0; i--) {
+                int insertPos = positions.get(i) + 1;
+                XmlCursor xmlCursor = paragraphs.get(insertPos).getCTP().newCursor();
+                XWPFParagraph contentParagraph = document.insertNewParagraph(xmlCursor);
+                contentParagraph.setStyle("1");
+                XWPFRun run = contentParagraph.createRun();
+                run.setText(contents.get(i));
+            }
+
+            try (FileOutputStream out = new FileOutputStream(absolutePath)) {
+                document.write(out);
+            }
+        }
+    }
+
+    /**
+     * 获取最低级别子标题列表
+     */
+    public List<String> extractSubTitles(String filename, String question) throws IOException {
+        List<String> subTitles = new ArrayList<>();
+        InputStream fileInputStream = new FileInputStream(filename);
+
+        boolean foundParent = false;
+        int parentLevel = -1;
+        // 用于跟踪当前路径
+        List<XWPFParagraph> currentPath = new ArrayList<>();
+
+        try (XWPFDocument document = new XWPFDocument(fileInputStream)) {
+
+            for (XWPFParagraph  paragraph : document.getParagraphs()) {
+                String text = paragraph.getText();
+                int level = Integer.parseInt(paragraph.getStyle());
+
+                // 维护当前路径
+                while (!currentPath.isEmpty() && Integer.parseInt(currentPath.get(currentPath.size() - 1).getStyle()) >= level) {
+                    currentPath.remove(currentPath.size() - 1);
+                }
+                currentPath.add(paragraph);
+                if (foundParent) {
+                    if (level > parentLevel) { // 是子标题
+                        if (isLeafNode(document, paragraph, level)) {
+                            subTitles.add(text);
+                        }
+                    } else {
+                        // 遇到同级或更高级别的标题，停止搜索
+                        break;
+                    }
+                } else if (text.equals(question)) {
+                    foundParent = true;
+                    parentLevel = level;
+                }
+            }
+
+
+            return subTitles;
+
+        }
+    }
+
+    // 检查一个标题是否是叶子节点（没有更低级别的子标题）
+    private boolean isLeafNode(XWPFDocument doc, XWPFParagraph p, int level) {
+        int index = doc.getPosOfParagraph(p);
+        if (index == -1 || index >= doc.getParagraphs().size()-1) {
+            return true;
+        }
+
+        // 检查后续段落
+        XWPFParagraph nextP = doc.getParagraphs().get(index + 1);
+        int nextLevel = Integer.parseInt(nextP.getStyle());
+        // 遇到同级或更高级别标题，是叶子节点
+        return nextLevel <= level; // 存在更低级别的标题，不是叶子节点
+
+    }
+
+    /**
+     * 获取二、三级标题列表
+     */
+    public String extractTitles(String filename) throws IOException {
+        StringBuilder subTitles = new StringBuilder();
+        InputStream fileInputStream = new FileInputStream(filename);
+        try (XWPFDocument document = new XWPFDocument(fileInputStream)) {
+            for (XWPFParagraph paragraph : document.getParagraphs()) {
+                String text = paragraph.getText().trim();
+                if (paragraph.getStyle() != null) {
+                    // 判断主标题
+                    if (paragraph.getStyle().equals("3") || paragraph.getStyle().equals("4") ) {
+                        subTitles.append(text).append("\n");
+                    }
+                }
+            }
+        }
+        return subTitles.toString();
+    }
+
+    /**
+     * 检索知识库
+     * @return
+     */
+    private List<List<SearchResp.SearchResult>> retrieve(String collectionName, String query, int topK) {
+        List<BaseVector> queryVector = Collections.singletonList(new FloatVec(embeddingModel.embed(query).content().vector()));
+
+        //  加载集合
+        LoadCollectionReq loadCollectionReq = LoadCollectionReq.builder()
+                .collectionName(collectionName)
+                .build();
+        milvusClient.loadCollection(loadCollectionReq);
+
+        // 构建SearchParam
+        Map<String, Object> searchParams = new HashMap<>();
+        searchParams.put("nprobe", 8);
+        SearchReq searchReq = SearchReq.builder()
+                .collectionName(collectionName)
+                .data(queryVector)
+                .topK(topK)
+                .outputFields(Arrays.asList("file_name", "file_type", "content"))
+                .annsField("embedding")
+                .metricType(IndexParam.MetricType.COSINE)
+                .searchParams(searchParams)
+                .build();
+
+        SearchResp searchResp = milvusClient.search(searchReq);
+        List<List<SearchResp.SearchResult>> searchResultList = searchResp.getSearchResults();
+
+        // 释放集合
+        ReleaseCollectionReq releaseCollectionReq = ReleaseCollectionReq.builder()
+                .collectionName(collectionName)
+                .build();
+        milvusClient.releaseCollection(releaseCollectionReq);
+
+        return searchResultList;
+    }
+
+    /**
+     * 检索知识库
+     */
+    private List<TextSegment> splitDocument(File transferFile) throws IOException {
+        // 加载文档
+        Document document;
+        InputStream fileInputStream = new FileInputStream(transferFile);
+        String filename = transferFile.getName().toLowerCase();
+        if (filename.endsWith(".doc") || filename.endsWith(".docx")) {
+            try (POITextExtractor extractor = ExtractorFactory.createExtractor(fileInputStream)) {
+                String text = extractor.getText();
+                document = Document.from(text);
+            }
+            catch (IOException e) {
+                throw new RuntimeException(e);
+            }
+        }
+        else if (filename.endsWith(".pdf")) {
+            document = new ApachePdfBoxDocumentParser().parse(fileInputStream);
+        }
+        else if (filename.endsWith(".txt")) {
+            document = new TextDocumentParser().parse(fileInputStream);
+        }
+        else {
+            throw new UnsupportedOperationException("不支持文件类型: " + filename);
+        }
+        DocumentByParagraphSplitter splitter = new DocumentByParagraphSplitter(300,50);
+        return splitter.split(document);
+    }
+
+}

oa-back/ruoyi-agent/src/main/resources/application.yml

@@ -0,0 +1,5 @@
+# 项目相关配置
+cmc:
+  # 文件路径 示例（ Windows配置D:/ruoyi/uploadPath，Linux配置 /home/ruoyi/uploadPath）
+  #  profile: /home/cmc/projects/cmc-llm
+  profile: E:/home/cmc/projects/cmc-llm

oa-back/ruoyi-llm/pom.xml

@@ -0,0 +1,81 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <parent>
+        <artifactId>ruoyi</artifactId>
+        <groupId>com.ruoyi</groupId>
+        <version>3.8.7</version>
+    </parent>
+    <modelVersion>4.0.0</modelVersion>
+
+    <artifactId>ruoyi-llm</artifactId>
+
+    <description>
+        cmc大模型
+    </description>
+
+    <dependencies>
+
+        <dependency>
+            <groupId>com.ruoyi</groupId>
+            <artifactId>ruoyi-common</artifactId>
+        </dependency>
+
+        <dependency>
+            <groupId>com.ruoyi</groupId>
+            <artifactId>ruoyi-framework</artifactId>
+        </dependency>
+
+        <!-- 向量数据库-->
+        <dependency>
+            <groupId>io.milvus</groupId>
+            <artifactId>milvus-sdk-java</artifactId>
+            <version>2.6.2</version>
+        </dependency>
+
+        <!-- LangChain4j -->
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+
+        <!-- LangChain4j Milvus 集成 -->
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-milvus</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+
+        <!-- LangChain4j embedding 集成 -->
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-embeddings-bge-small-zh-v15</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+
+        <!-- LangChain4j rag 集成 -->
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-easy-rag</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+
+        <!-- LangChain4j pdfParser 集成 -->
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-document-parser-apache-pdfbox</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+
+        <!-- Solon模型上下文协议 -->
+        <dependency>
+            <groupId>org.noear</groupId>
+            <artifactId>solon-ai-mcp</artifactId>
+            <version>3.5.1</version>
+        </dependency>
+
+    </dependencies>
+
+</project>

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/controller/CmcAgentController.java

@@ -0,0 +1,151 @@
+package com.ruoyi.web.llm.controller;
+
+import java.io.IOException;
+import java.util.Date;
+import java.util.List;
+import javax.servlet.http.HttpServletResponse;
+
+import org.noear.solon.ai.chat.message.AssistantMessage;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.PutMapping;
+import org.springframework.web.bind.annotation.DeleteMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+import com.ruoyi.common.annotation.Log;
+import com.ruoyi.common.core.controller.BaseController;
+import com.ruoyi.common.core.domain.AjaxResult;
+import com.ruoyi.common.enums.BusinessType;
+import com.ruoyi.llm.domain.CmcAgent;
+import com.ruoyi.llm.service.ICmcAgentService;
+import com.ruoyi.common.utils.poi.ExcelUtil;
+import com.ruoyi.common.core.page.TableDataInfo;
+import org.springframework.web.multipart.MultipartFile;
+
+/**
+ * 智能体Controller
+ * 
+ * @author ruoyi
+ * @date 2025-07-17
+ */
+@RestController
+@RequestMapping("/llm/agent")
+public class CmcAgentController extends BaseController
+{
+    @Autowired
+    private ICmcAgentService cmcAgentService;
+
+    /**
+     * 查询智能体列表
+     */
+    @GetMapping("/list")
+    public TableDataInfo list(CmcAgent cmcAgent)
+    {
+        startPage();
+        List<CmcAgent> list = cmcAgentService.selectCmcAgentList(cmcAgent);
+        return getDataTable(list);
+    }
+
+    /**
+     * 导出智能体列表
+     */
+    @Log(title = "智能体", businessType = BusinessType.EXPORT)
+    @PostMapping("/export")
+    public void export(HttpServletResponse response, CmcAgent cmcAgent)
+    {
+        List<CmcAgent> list = cmcAgentService.selectCmcAgentList(cmcAgent);
+        ExcelUtil<CmcAgent> util = new ExcelUtil<CmcAgent>(CmcAgent.class);
+        util.exportExcel(response, list, "智能体数据");
+    }
+
+    /**
+     * 获取智能体详细信息
+     */
+    @GetMapping(value = "/{agentId}")
+    public AjaxResult getInfo(@PathVariable("agentId") Integer agentId)
+    {
+        return success(cmcAgentService.selectCmcAgentByAgentId(agentId));
+    }
+
+    /**
+     * 获取开场白
+     * @return
+     */
+    @GetMapping("/opening")
+    public AjaxResult opening(String agentName) {
+        return success(new AssistantMessage(cmcAgentService.getOpening(agentName)));
+    }
+
+    /**
+     * 上传单文件
+     * @return
+     */
+    @PostMapping("/upload")
+    public AjaxResult upload(MultipartFile file, String agentName) throws IOException
+    {
+        return success(cmcAgentService.uploadDocument(file, agentName));
+    }
+
+    /**
+     * 上传修改文件
+     * @return
+     */
+    @PostMapping("/modifyFile")
+    public AjaxResult uploadModifyFile(MultipartFile file, String agentName) throws IOException
+    {
+        return success(cmcAgentService.uploadModifyFile(file, agentName));
+    }
+
+    /**
+     * 上传多文件
+     * @return
+     */
+    @PostMapping("/uploadList")
+    public AjaxResult uploadList(MultipartFile[] fileList, String agentName) throws IOException
+    {
+        return success(cmcAgentService.uploadDocumentList(fileList, agentName));
+    }
+
+    /**
+     * 获取上传进度
+     */
+    @GetMapping(value = "/getProcess")
+    public AjaxResult getProcess() {
+        return success(cmcAgentService.getProcess());
+    }
+
+    /**
+     * 新增智能体
+     */
+    @Log(title = "智能体", businessType = BusinessType.INSERT)
+    @PostMapping
+    public AjaxResult add(@RequestBody CmcAgent cmcAgent)
+    {
+        cmcAgent.setCreateTime(new Date());
+        cmcAgent.setCreateBy(getLoginUser().getUserId().toString());
+        return toAjax(cmcAgentService.insertCmcAgent(cmcAgent));
+    }
+
+    /**
+     * 修改智能体
+     */
+    @Log(title = "智能体", businessType = BusinessType.UPDATE)
+    @PutMapping
+    public AjaxResult edit(@RequestBody CmcAgent cmcAgent)
+    {
+        return toAjax(cmcAgentService.updateCmcAgent(cmcAgent));
+    }
+
+    /**
+     * 删除智能体
+     */
+    @Log(title = "智能体", businessType = BusinessType.DELETE)
+	@DeleteMapping("/{agentIds}")
+    public AjaxResult remove(@PathVariable Integer[] agentIds)
+    {
+        return success(cmcAgentService.deleteCmcAgentByAgentIds(agentIds));
+    }
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/controller/CmcChatController.java

@@ -0,0 +1,101 @@
+package com.ruoyi.web.llm.controller;
+
+import java.util.List;
+import javax.servlet.http.HttpServletResponse;
+
+import com.ruoyi.common.utils.SnowFlake;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.PutMapping;
+import org.springframework.web.bind.annotation.DeleteMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+import com.ruoyi.common.annotation.Log;
+import com.ruoyi.common.core.controller.BaseController;
+import com.ruoyi.common.core.domain.AjaxResult;
+import com.ruoyi.common.enums.BusinessType;
+import com.ruoyi.llm.domain.CmcChat;
+import com.ruoyi.llm.service.ICmcChatService;
+import com.ruoyi.common.utils.poi.ExcelUtil;
+import com.ruoyi.common.core.page.TableDataInfo;
+
+/**
+ * cmc聊天记录Controller
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@RestController
+@RequestMapping("/llm/chat")
+public class CmcChatController extends BaseController
+{
+    @Autowired
+    private ICmcChatService cmcChatService;
+
+    /**
+     * 查询cmc聊天记录列表
+     */
+    @GetMapping("/list")
+    public TableDataInfo list(CmcChat cmcChat)
+    {
+        startPage();
+        List<CmcChat> list = cmcChatService.selectCmcChatList(cmcChat);
+        return getDataTable(list);
+    }
+
+    /**
+     * 导出cmc聊天记录列表
+     */
+    @Log(title = "cmc聊天记录", businessType = BusinessType.EXPORT)
+    @PostMapping("/export")
+    public void export(HttpServletResponse response, CmcChat cmcChat)
+    {
+        List<CmcChat> list = cmcChatService.selectCmcChatList(cmcChat);
+        ExcelUtil<CmcChat> util = new ExcelUtil<CmcChat>(CmcChat.class);
+        util.exportExcel(response, list, "cmc聊天记录数据");
+    }
+
+    /**
+     * 获取cmc聊天记录详细信息
+     */
+    @GetMapping(value = "/{chatId}")
+    public AjaxResult getInfo(@PathVariable("chatId") String chatId)
+    {
+        return success(cmcChatService.selectCmcChatByChatId(chatId));
+    }
+
+    /**
+     * 新增cmc聊天记录
+     */
+    @Log(title = "cmc聊天记录", businessType = BusinessType.INSERT)
+    @PostMapping
+    public AjaxResult add(@RequestBody CmcChat cmcChat)
+    {
+        if (cmcChat.getChatId() == null)
+            cmcChat.setChatId(new SnowFlake().generateId());
+        return toAjax(cmcChatService.insertCmcChat(cmcChat));
+    }
+
+    /**
+     * 修改cmc聊天记录
+     */
+    @Log(title = "cmc聊天记录", businessType = BusinessType.UPDATE)
+    @PutMapping
+    public AjaxResult edit(@RequestBody CmcChat cmcChat)
+    {
+        return toAjax(cmcChatService.updateCmcChat(cmcChat));
+    }
+
+    /**
+     * 删除cmc聊天记录
+     */
+    @Log(title = "cmc聊天记录", businessType = BusinessType.DELETE)
+	@DeleteMapping("/{chatIds}")
+    public AjaxResult remove(@PathVariable String[] chatIds)
+    {
+        return toAjax(cmcChatService.deleteCmcChatByChatIds(chatIds));
+    }
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/controller/CmcDocumentController.java

@@ -0,0 +1,110 @@
+package com.ruoyi.web.llm.controller;
+
+import java.io.IOException;
+import java.util.List;
+import javax.servlet.http.HttpServletResponse;
+
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.PutMapping;
+import org.springframework.web.bind.annotation.DeleteMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+import com.ruoyi.common.annotation.Log;
+import com.ruoyi.common.core.controller.BaseController;
+import com.ruoyi.common.core.domain.AjaxResult;
+import com.ruoyi.common.enums.BusinessType;
+import com.ruoyi.llm.domain.CmcDocument;
+import com.ruoyi.llm.service.ICmcDocumentService;
+import com.ruoyi.common.utils.poi.ExcelUtil;
+import com.ruoyi.common.core.page.TableDataInfo;
+import org.springframework.web.multipart.MultipartFile;
+
+/**
+ * cmc聊天附件Controller
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@RestController
+@RequestMapping("/llm/document")
+public class CmcDocumentController extends BaseController
+{
+    @Autowired
+    private ICmcDocumentService cmcDocumentService;
+
+    /**
+     * 查询cmc聊天附件列表
+     */
+    @GetMapping("/list")
+    public TableDataInfo list(CmcDocument cmcDocument)
+    {
+        startPage();
+        List<CmcDocument> list = cmcDocumentService.selectCmcDocumentList(cmcDocument);
+        return getDataTable(list);
+    }
+
+    /**
+     * 导出cmc聊天附件列表
+     */
+    @Log(title = "cmc聊天附件", businessType = BusinessType.EXPORT)
+    @PostMapping("/export")
+    public void export(HttpServletResponse response, CmcDocument cmcDocument)
+    {
+        List<CmcDocument> list = cmcDocumentService.selectCmcDocumentList(cmcDocument);
+        ExcelUtil<CmcDocument> util = new ExcelUtil<CmcDocument>(CmcDocument.class);
+        util.exportExcel(response, list, "cmc聊天附件数据");
+    }
+
+    /**
+     * 获取cmc聊天附件详细信息
+     */
+    @GetMapping(value = "/{documentId}")
+    public AjaxResult getInfo(@PathVariable("documentId") String documentId)
+    {
+        return success(cmcDocumentService.selectCmcDocumentByDocumentId(documentId));
+    }
+
+    /**
+     * 上传外部文件
+     * @return
+     */
+    @PostMapping("/upload")
+    public AjaxResult upload(MultipartFile[] fileList) throws IOException
+    {
+        return success(cmcDocumentService.uploadDocument(fileList));
+    }
+
+    /**
+     * 新增cmc聊天附件
+     */
+    @Log(title = "cmc聊天附件", businessType = BusinessType.INSERT)
+    @PostMapping
+    public AjaxResult add(@RequestBody CmcDocument cmcDocument)
+    {
+        return toAjax(cmcDocumentService.insertCmcDocument(cmcDocument));
+    }
+
+    /**
+     * 修改cmc聊天附件
+     */
+    @Log(title = "cmc聊天附件", businessType = BusinessType.UPDATE)
+    @PutMapping
+    public AjaxResult edit(@RequestBody CmcDocument cmcDocument)
+    {
+        return toAjax(cmcDocumentService.updateCmcDocument(cmcDocument));
+    }
+
+    /**
+     * 删除cmc聊天附件
+     */
+    @Log(title = "cmc聊天附件", businessType = BusinessType.DELETE)
+	@DeleteMapping("/{documentIds}")
+    public AjaxResult remove(@PathVariable String[] documentIds)
+    {
+        return toAjax(cmcDocumentService.deleteCmcDocumentByDocumentIds(documentIds));
+    }
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/controller/CmcTopicController.java

@@ -0,0 +1,131 @@
+package com.ruoyi.web.llm.controller;
+
+import java.util.List;
+import javax.servlet.http.HttpServletResponse;
+
+import com.ruoyi.common.utils.SnowFlake;
+import com.ruoyi.llm.domain.CmcChat;
+import com.ruoyi.llm.domain.CmcDocument;
+import com.ruoyi.llm.service.ICmcChatService;
+import com.ruoyi.llm.service.ICmcDocumentService;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.PutMapping;
+import org.springframework.web.bind.annotation.DeleteMapping;
+import org.springframework.web.bind.annotation.PathVariable;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+import com.ruoyi.common.annotation.Log;
+import com.ruoyi.common.core.controller.BaseController;
+import com.ruoyi.common.core.domain.AjaxResult;
+import com.ruoyi.common.enums.BusinessType;
+import com.ruoyi.llm.domain.CmcTopic;
+import com.ruoyi.llm.service.ICmcTopicService;
+import com.ruoyi.common.utils.poi.ExcelUtil;
+import com.ruoyi.common.core.page.TableDataInfo;
+
+/**
+ * cmc聊天主题Controller
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@RestController
+@RequestMapping("/llm/topic")
+public class CmcTopicController extends BaseController
+{
+    @Autowired
+    private ICmcTopicService cmcTopicService;
+
+    @Autowired
+    private ICmcChatService cmcChatService;
+
+    @Autowired
+    private ICmcDocumentService cmcDocumentService;
+
+    /**
+     * 查询cmc聊天主题列表
+     */
+    @GetMapping("/list")
+    public TableDataInfo list(CmcTopic cmcTopic)
+    {
+        startPage();
+        List<CmcTopic> list = cmcTopicService.selectCmcTopicList(cmcTopic);
+        return getDataTable(list);
+    }
+
+    /**
+     * 导出cmc聊天主题列表
+     */
+    @Log(title = "cmc聊天主题", businessType = BusinessType.EXPORT)
+    @PostMapping("/export")
+    public void export(HttpServletResponse response, CmcTopic cmcTopic)
+    {
+        List<CmcTopic> list = cmcTopicService.selectCmcTopicList(cmcTopic);
+        ExcelUtil<CmcTopic> util = new ExcelUtil<CmcTopic>(CmcTopic.class);
+        util.exportExcel(response, list, "cmc聊天主题数据");
+    }
+
+    /**
+     * 获取cmc聊天主题详细信息
+     */
+    @GetMapping(value = "/{topicId}")
+    public AjaxResult getInfo(@PathVariable("topicId") String topicId)
+    {
+        return success(cmcTopicService.selectCmcTopicByTopicId(topicId));
+    }
+
+    /**
+     * 新增cmc聊天主题
+     */
+    @Log(title = "cmc聊天主题", businessType = BusinessType.INSERT)
+    @PostMapping
+    public AjaxResult add(@RequestBody CmcTopic cmcTopic)
+    {
+        cmcTopic.setTopicId(new SnowFlake().generateId());
+        cmcTopicService.insertCmcTopic(cmcTopic);
+        return success(cmcTopic.getTopicId());
+    }
+
+    /**
+     * 修改cmc聊天主题
+     */
+    @Log(title = "cmc聊天主题", businessType = BusinessType.UPDATE)
+    @PutMapping
+    public AjaxResult edit(@RequestBody CmcTopic cmcTopic)
+    {
+        return toAjax(cmcTopicService.updateCmcTopic(cmcTopic));
+    }
+
+    /**
+     * 删除cmc聊天主题
+     */
+    @Log(title = "cmc聊天主题", businessType = BusinessType.DELETE)
+	@DeleteMapping("/{topicIds}")
+    public AjaxResult remove(@PathVariable String[] topicIds)
+    {
+        for (String topicId : topicIds) {
+            CmcChat cmcChat = new CmcChat();
+            cmcChat.setTopicId(topicId);
+            List<CmcChat> cmcChatList = cmcChatService.selectCmcChatList(cmcChat);
+            String[] chatIds = new String[cmcChatList.size()];
+            for (int i = 0; i < cmcChatList.size(); i++)
+                chatIds[i] = cmcChatList.get(i).getChatId();
+            if (chatIds.length > 0)
+                cmcChatService.deleteCmcChatByChatIds(chatIds);
+            for (String chatId : chatIds) {
+                CmcDocument cmcDocument = new CmcDocument();
+                cmcDocument.setChatId(chatId);
+                List<CmcDocument> cmcDocumentList = cmcDocumentService.selectCmcDocumentList(cmcDocument);
+                String[] documentIds = new String[cmcDocumentList.size()];
+                for (int i = 0; i < cmcDocumentList.size(); i++)
+                    documentIds[i] = cmcDocumentList.get(i).getDocumentId();
+                if (documentIds.length > 0)
+                    cmcDocumentService.deleteCmcDocumentByDocumentIds(documentIds);
+            }
+        }
+        return success(cmcTopicService.deleteCmcTopicByTopicIds(topicIds));
+    }
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/controller/KnowLedgeController.java

@@ -0,0 +1,125 @@
+package com.ruoyi.web.llm.controller;
+
+import com.alibaba.fastjson2.JSONArray;
+import com.ruoyi.web.llm.service.ILangChainMilvusService;
+import com.ruoyi.web.llm.service.IMilvusService;
+import com.ruoyi.common.core.controller.BaseController;
+import com.ruoyi.common.core.domain.AjaxResult;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.*;
+import org.springframework.web.multipart.MultipartFile;
+
+import java.io.IOException;
+import java.util.List;
+
+/**
+ * cmc知识库Controller
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@RestController
+@RequestMapping("/llm/knowledge")
+public class KnowLedgeController extends BaseController
+{
+    @Autowired
+    private IMilvusService milvusService;
+
+    @Autowired
+    private ILangChainMilvusService langChainMilvusService;
+
+    /**
+     * 新建知识库
+     */
+    @GetMapping("/list")
+    public AjaxResult listKnowLedgeCollection()
+    {
+        JSONArray collectionNames = milvusService.getCollectionNames();
+        return success(collectionNames);
+    }
+    /**
+     * 新建知识库
+     */
+    @GetMapping("/listByName")
+    public AjaxResult listKnowLedgeByCollectionName(String collectionName)
+    {
+        JSONArray collectionNames = milvusService.listKnowLedgeByCollectionName(collectionName);
+        return success(collectionNames);
+    }
+
+    /**
+     * 新建知识库
+     */
+    @PostMapping("/create")
+    public AjaxResult createKnowLedgeCollection(String collectionName, String description)
+    {
+        milvusService.createCollection(collectionName, description, 512);
+        return success();
+    }
+
+    /**
+     * 修改知识库
+     */
+    @PostMapping("/modify")
+    public AjaxResult modifyKnowLedgeCollection(String collectionName, String newCollectionName)
+    {
+        milvusService.collectionRename(collectionName, newCollectionName);
+        return success();
+    }
+
+    /**
+     * 删除知识库集合
+     */
+    @DeleteMapping("/remove")
+    public AjaxResult removeKnowLedgeCollection(String collectionName)
+    {
+        milvusService.removeAllDocument(collectionName);
+        milvusService.deleteCollectionName(collectionName);
+        return success();
+    }
+
+    /**
+     * 查询知识库文件
+     */
+    @GetMapping("/listDocument")
+    public AjaxResult listKnowledgeDocument(String collectionName, String fileType)
+    {
+        List<String> documentList = milvusService.listDocument(collectionName, fileType);
+        return success(documentList);
+    }
+
+    /**
+     * 获取上传进度
+     */
+    @GetMapping(value = "/getProcess")
+    public AjaxResult getProcess() {
+        return success(langChainMilvusService.getProcess());
+    }
+
+    /**
+     * 导入知识库文件
+     */
+    @PostMapping("/insertDocument")
+    public AjaxResult insertKnowledgeDocument(MultipartFile[] fileList, String collectionName) throws IOException {
+        int insertResult = 0;
+        insertResult = langChainMilvusService.insertLangchainEmbeddingDocument(fileList, collectionName);
+        String message = "文件导入成功";
+        if (insertResult == 0) {
+            message = "文件导入失败";
+            return error(message);
+        }
+        else
+            return success(message);
+    }
+
+    /**
+     * 删除知识库文件
+     */
+    @DeleteMapping("/removeDocument")
+    public AjaxResult deleteKnowledgeDocument(String fileName, String collectionName)
+    {
+        milvusService.removeDocument(collectionName, fileName);
+        return success();
+    }
+
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/controller/McpController.java

@@ -0,0 +1,113 @@
+package com.ruoyi.web.llm.controller;
+
+import com.alibaba.fastjson2.JSONObject;
+import com.ruoyi.common.config.RuoYiConfig;
+import com.ruoyi.common.core.controller.BaseController;
+import com.ruoyi.llm.domain.CmcChat;
+import com.ruoyi.llm.service.ICmcAgentService;
+import com.ruoyi.llm.service.ICmcChatService;
+import com.ruoyi.llm.service.ICmcTopicService;
+import com.ruoyi.web.llm.service.ILangChainMilvusService;
+import dev.langchain4j.model.embedding.EmbeddingModel;
+import dev.langchain4j.model.embedding.onnx.bgesmallzhv15.BgeSmallZhV15EmbeddingModel;
+import io.milvus.client.MilvusServiceClient;
+import io.milvus.param.ConnectParam;
+import org.noear.solon.Solon;
+import org.noear.solon.ai.chat.ChatModel;
+import org.noear.solon.ai.chat.ChatResponse;
+import org.noear.solon.ai.chat.ChatSession;
+import org.noear.solon.ai.chat.message.AssistantMessage;
+import org.noear.solon.ai.chat.message.ChatMessage;
+import org.noear.solon.ai.chat.session.InMemoryChatSession;
+import org.noear.solon.ai.mcp.McpChannel;
+import org.noear.solon.ai.mcp.client.McpClientProvider;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+import java.io.IOException;
+import java.util.*;
+
+
+/**
+ * mcp模型上下文协议Controller
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@RestController
+@RequestMapping("/llm/mcp")
+public class McpController extends BaseController
+{
+    @Autowired
+    private ILangChainMilvusService langChainMilvusService;
+
+    @Autowired
+    private ICmcChatService cmcChatService;
+
+    @Autowired
+    private ICmcTopicService cmcTopicService;
+
+    @Autowired
+    private ICmcAgentService cmcAgentService;
+
+    private static final EmbeddingModel embeddingModel = new BgeSmallZhV15EmbeddingModel();
+
+    private static final String llmServiceUrl = "http://192.168.28.196:8000/v1/chat/completions";
+
+    private static final MilvusServiceClient milvusClient = new MilvusServiceClient(
+            ConnectParam.newBuilder()
+                    .withHost("192.168.28.196")
+                    .withPort(19530)
+                    .build());
+
+    /**
+     * 自动调用mcp工具问答
+     * @return
+     */
+    @GetMapping("/answer")
+    public AssistantMessage answer(String topicId, String question) throws IOException {
+        McpClientProvider clientProvider = McpClientProvider.builder()
+                .channel(McpChannel.SSE)
+                .apiUrl("http://localhost:8080/mcp/sse")
+                .build();
+        ChatModel chatModel = ChatModel.of(llmServiceUrl)
+                .model("Qwen2.5-7B-Instruct")
+                .defaultToolsAdd(clientProvider)
+                .build();
+
+        List<ChatMessage> messages = new ArrayList<>();
+        CmcChat cmcChat = new CmcChat();
+        cmcChat.setTopicId(topicId);
+        List<CmcChat> cmcChatList = cmcChatService.selectCmcChatList(cmcChat);
+        for (CmcChat chat : cmcChatList) {
+            messages.add(ChatMessage.ofUser(chat.getInput()));
+            messages.add(ChatMessage.ofAssistant(chat.getOutput()));
+        }
+        messages.add(ChatMessage.ofUser(question));
+        ChatSession chatSession =  InMemoryChatSession.builder().messages(messages).build();
+        ChatResponse response = chatModel.prompt(chatSession).call();
+        String resultContent = response.lastChoice().getMessage().getResultContent();
+        AssistantMessage assistantMessage;
+        if (resultContent.startsWith("<tool_call>")) {
+            String content = resultContent.replace("<tool_call>\n", "").replace("\n</tool_call>", "");
+            JSONObject jsonObject = JSONObject.parseObject(content);
+            String name = jsonObject.getString("name");
+            JSONObject arguments = jsonObject.getJSONObject("arguments");
+            if (arguments.getString("templatePath").contains("招标") || arguments.getString("templatePath").contains("询价")) {
+                arguments.put("collectionName", "technical");
+                String agentName = cmcAgentService.selectCmcAgentByAgentId(cmcTopicService.selectCmcTopicByTopicId(topicId).getAgentId()).getAgentName();
+                arguments.put("agentName", agentName);
+                arguments.put("title", question);
+            }
+            resultContent = clientProvider.callToolAsText(name, arguments).getContent();
+            assistantMessage = new AssistantMessage(resultContent);
+        }
+        else
+            throw new IOException("模型上下文工具未准备就绪，请重试");
+        return assistantMessage;
+    }
+
+
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/controller/RagController.java

@@ -0,0 +1,47 @@
+package com.ruoyi.web.llm.controller;
+
+import com.alibaba.fastjson2.JSONObject;
+import com.ruoyi.web.llm.service.ILangChainMilvusService;
+import com.ruoyi.common.core.controller.BaseController;
+import org.noear.solon.ai.chat.message.AssistantMessage;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+import reactor.core.publisher.Flux;
+
+import java.util.List;
+
+/**
+ * rag增强检索生成对话Controller
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@RestController
+@RequestMapping("/llm/rag")
+public class RagController extends BaseController
+{
+    @Autowired
+    private ILangChainMilvusService langChainMilvusService;
+
+    /**
+     * 调用LLM+RAG（知识库）生成回答
+     */
+    @GetMapping("/answer")
+    public Flux<AssistantMessage> answerWithCollection(String collectionName, String topicId, String question)
+    {
+        List<JSONObject> contexts = langChainMilvusService.retrieveFromMilvus(collectionName, question, 10);
+        return langChainMilvusService.generateAnswerWithCollection(topicId, question, contexts, "http://192.168.28.196:8000/v1/chat/completions");
+    }
+
+    /**
+     * RAG上下文列表
+     */
+    @GetMapping("/context")
+    public List<JSONObject> context(String question, String collectionName)
+    {
+        return langChainMilvusService.similarityFromMilvus(collectionName, question, 10);
+    }
+
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/controller/SessionController.java

@@ -0,0 +1,44 @@
+package com.ruoyi.web.llm.controller;
+
+import com.ruoyi.common.core.controller.BaseController;
+import com.ruoyi.web.llm.service.ILangChainMilvusService;
+import org.noear.solon.ai.chat.message.AssistantMessage;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+import reactor.core.publisher.Flux;
+
+import java.io.IOException;
+
+/**
+ * session对话Controller
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@RestController
+@RequestMapping("/llm/session")
+public class SessionController extends BaseController
+{
+    @Autowired
+    private ILangChainMilvusService langChainMilvusService;
+
+    /**
+     * 生成回答
+     */
+    @GetMapping("/answer")
+    public Flux<AssistantMessage> answer(String topicId, String question) {
+        return langChainMilvusService.generateAnswer(topicId, question, "http://192.168.28.196:8000/v1/chat/completions");
+    }
+
+    /**
+     * 调用LLM+RAG（外部文件）生成回答
+     */
+    @GetMapping("/answerWithDocument")
+    public Flux<AssistantMessage> answerWithDocument(String topicId, String chatId, String question) throws IOException
+    {
+        return langChainMilvusService.generateAnswerWithDocument(topicId, chatId, question, "http://192.168.28.196:8000/v1/chat/completions");
+    }
+
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/service/ILangChainMilvusService.java

@@ -0,0 +1,67 @@
+package com.ruoyi.web.llm.service;
+
+import com.alibaba.fastjson2.JSONObject;
+import org.noear.solon.ai.chat.message.AssistantMessage;
+import org.springframework.web.multipart.MultipartFile;
+import reactor.core.publisher.Flux;
+
+import java.io.IOException;
+import java.util.List;
+
+public interface ILangChainMilvusService {
+
+    /**
+     * 获取进度
+     *
+     * @return 结果
+     */
+    public String getProcess();
+
+    /**
+     * 导入知识库文件
+     * @return
+     */
+    public int insertLangchainEmbeddingDocument(MultipartFile[] fileList, String collectionName);
+
+    /**
+     * 从Milvus检索相关文档
+     * @return
+     */
+    public List<JSONObject> retrieveFromMilvus(String collectionName, String query, int topK);
+
+    /**
+     * 从Milvus检索相关文档及相关度
+     * @return
+     */
+    public List<JSONObject> similarityFromMilvus(String collectionName, String query, int topK);
+
+    /**
+     * 调用LLM生成回答
+     * @return
+     */
+    public Flux<AssistantMessage> generateAnswer(String topicId, String question, String llmServiceUrl);
+
+    /**
+     * 调用LLM+RAG（知识库）生成回答
+     * @return
+     */
+    public Flux<AssistantMessage> generateAnswerWithCollection(String topicId, String question, List<JSONObject> contexts, String llmServiceUrl);
+
+    /**
+     * 调用LLM+RAG（外部文件）生成回答
+     * @return
+     */
+    public Flux<AssistantMessage> generateAnswerWithDocument(String topicId, String chatId, String question, String llmServiceUrl) throws IOException;
+
+    /**
+     * 调用LLM+RAG（外部文件+知识库）生成回答
+     * @return
+     */
+    public Flux<AssistantMessage> generateAnswerWithDocumentAndCollection(String topicId, String question,  List<JSONObject> requests, String llmServiceUrl) throws IOException;
+
+    /**
+     * 获取二级标题下三级标题列表
+     * @return
+     */
+    public List<String> extractSubTitles(String filename, String question) throws IOException;
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/service/IMilvusService.java

@@ -0,0 +1,48 @@
+package com.ruoyi.web.llm.service;
+
+import com.alibaba.fastjson2.JSONArray;
+
+import java.util.List;
+
+public interface IMilvusService {
+
+    /**
+     * 新建知识库Collection（含Schema、Field、Index）
+     */
+    public void createCollection(String collectionName, String description, int dimension);
+
+    /**
+     * 查询知识库Collection
+     */
+    public JSONArray getCollectionNames();
+
+    /**
+     * 查询知识库Collection
+     */
+    public JSONArray listKnowLedgeByCollectionName(String collectionName);
+
+    /**
+     * 修改知识库Collection
+     */
+    public void collectionRename(String collectionName, String newCollectionName);
+
+    /**
+     * 删除知识库Collection
+     */
+    public void deleteCollectionName(String collectionName);
+
+    /**
+     * 查询知识库文件
+     */
+    public List<String> listDocument(String collectionName, String fileType);
+
+    /**
+     * 删除知识库文件
+     */
+    public void removeDocument(String collectionName, String fileName);
+
+    /**
+     * 删除知识库所有文件
+     */
+    public void removeAllDocument(String collectionName);
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/service/impl/LangChainMilvusServiceImpl.java

@@ -0,0 +1,435 @@
+package com.ruoyi.web.llm.service.impl;
+
+import com.alibaba.fastjson2.JSONObject;
+import com.google.gson.JsonObject;
+import com.google.gson.JsonParser;
+import com.ruoyi.common.config.RuoYiConfig;
+import com.ruoyi.llm.domain.CmcChat;
+import com.ruoyi.llm.domain.CmcDocument;
+import com.ruoyi.llm.service.ICmcChatService;
+import com.ruoyi.llm.service.ICmcDocumentService;
+import com.ruoyi.web.llm.service.ILangChainMilvusService;
+import dev.langchain4j.data.document.Document;
+import dev.langchain4j.data.document.parser.TextDocumentParser;
+import dev.langchain4j.data.document.parser.apache.pdfbox.ApachePdfBoxDocumentParser;
+import dev.langchain4j.data.document.splitter.DocumentByParagraphSplitter;
+import dev.langchain4j.data.embedding.Embedding;
+import dev.langchain4j.data.segment.TextSegment;
+import dev.langchain4j.model.embedding.EmbeddingModel;
+import dev.langchain4j.model.embedding.onnx.bgesmallzhv15.BgeSmallZhV15EmbeddingModel;
+import dev.langchain4j.store.embedding.EmbeddingMatch;
+import dev.langchain4j.store.embedding.EmbeddingSearchRequest;
+import dev.langchain4j.store.embedding.inmemory.InMemoryEmbeddingStore;
+import io.milvus.v2.client.ConnectConfig;
+import io.milvus.v2.client.MilvusClientV2;
+import io.milvus.v2.common.IndexParam;
+import io.milvus.v2.service.collection.request.LoadCollectionReq;
+import io.milvus.v2.service.collection.request.ReleaseCollectionReq;
+import io.milvus.v2.service.vector.request.DeleteReq;
+import io.milvus.v2.service.vector.request.InsertReq;
+import io.milvus.v2.service.vector.request.SearchReq;
+import io.milvus.v2.service.vector.request.data.BaseVector;
+import io.milvus.v2.service.vector.request.data.FloatVec;
+import io.milvus.v2.service.vector.response.InsertResp;
+import io.milvus.v2.service.vector.response.SearchResp;
+import org.apache.poi.extractor.POITextExtractor;
+import org.apache.poi.extractor.ExtractorFactory;
+import org.apache.poi.xwpf.usermodel.XWPFDocument;
+import org.apache.poi.xwpf.usermodel.XWPFParagraph;
+import org.noear.solon.ai.chat.ChatModel;
+import org.noear.solon.ai.chat.ChatResponse;
+import org.noear.solon.ai.chat.ChatSession;
+import org.noear.solon.ai.chat.message.AssistantMessage;
+import org.noear.solon.ai.chat.message.ChatMessage;
+import org.noear.solon.ai.chat.session.InMemoryChatSession;
+import org.noear.solon.web.sse.SseEvent;
+import org.reactivestreams.Publisher;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+import org.springframework.web.multipart.MultipartFile;
+import reactor.core.publisher.Flux;
+
+import java.io.*;
+import java.util.*;
+
+@Service
+public class LangChainMilvusServiceImpl implements ILangChainMilvusService
+{
+    @Autowired
+    private ICmcChatService cmcChatService;
+
+    @Autowired
+    private ICmcDocumentService cmcDocumentService;
+
+    private static final MilvusClientV2 milvusClient = new MilvusClientV2(
+            ConnectConfig.builder()
+                    .uri("http://192.168.28.196:19530")
+                    .build());
+
+    private static final EmbeddingModel embeddingModel = new BgeSmallZhV15EmbeddingModel();
+
+    private String processValue = "";
+
+    /**
+     * 上传多文件
+     *
+     * @return 结果
+     */
+    public String getProcess() {
+        return processValue;
+    }
+
+    /**
+     * 导入知识库文件
+     * @return
+     */
+    @Override
+    public int insertLangchainEmbeddingDocument(MultipartFile[] fileList, String collectionName)
+    {
+        processValue = "";
+        int successfullyInsertedFiles = 0;
+
+        for (int i = 0; i < fileList.length; i++) {
+            MultipartFile file = fileList[i];
+            try {
+                File profilePath = new File( RuoYiConfig.getProfile() + "/upload/rag/knowledge/" + collectionName);
+                if (!profilePath.exists())
+                    profilePath.mkdirs();
+                File transferFile = new File( profilePath + "/" + file.getOriginalFilename());
+                if (!transferFile.exists())
+                    file.transferTo(transferFile);
+                List<TextSegment> segments = splitDocument(transferFile);
+
+                // 准备导入数据
+                List<JsonObject> data = new ArrayList<>();
+                // 提取文本和生成嵌入
+                for (TextSegment segment : segments) {
+                    String text = segment.text();
+                    if (text.trim().isEmpty())
+                        continue;
+
+                    JSONObject fastjsonObj = new JSONObject();
+                    fastjsonObj.put("file_name", file.getOriginalFilename());
+                    String[] fileName = file.getOriginalFilename().split("\\.");
+                    fastjsonObj.put("file_type", fileName[fileName.length - 1]);
+                    fastjsonObj.put("content", text);
+                    fastjsonObj.put("embedding", embeddingModel.embed(text).content().vectorAsList());
+                    String jsonString = fastjsonObj.toJSONString();
+                    JsonObject jsonObject = JsonParser.parseString(jsonString).getAsJsonObject();
+                    data.add(jsonObject);
+                }
+
+                // 加载集合
+                LoadCollectionReq loadCollectionReq = LoadCollectionReq.builder()
+                        .collectionName(collectionName)
+                        .build();
+                milvusClient.loadCollection(loadCollectionReq);
+
+                try {
+                    // 先删除相同文件名的记录
+                    DeleteReq deleteReq = DeleteReq.builder()
+                            .collectionName(collectionName)
+                            .filter(String.format("file_name == \"%s\"", file.getOriginalFilename()))
+                            .build();
+                    if (milvusClient.delete(deleteReq).getDeleteCnt() > 0)
+                        System.out.println("已删除同名文件记录: " + file.getOriginalFilename());
+
+                    // 构建导入请求
+                    InsertReq insertReq = InsertReq.builder()
+                            .collectionName(collectionName)
+                            .data(data)
+                            .build();
+
+                    // 执行导入并检查结果
+                    InsertResp insertResp = milvusClient.insert(insertReq);
+                    if (insertResp != null && insertResp.getInsertCnt() > 0) {
+                        successfullyInsertedFiles++;
+                        processValue = "上传中: " + String.format("%.2f", (double) (i + 1) / fileList.length * 100) + "%";
+                        System.out.println("成功导入" + (i + 1) + "/" + fileList.length + "文件: " + file.getOriginalFilename() + ", 导入记录数: " + insertResp.getInsertCnt());
+                    } else {
+                        System.err.println("文件导入失败: " + file.getOriginalFilename() + ", 没有记录被导入");
+                    }
+                } finally {
+                    // 释放集合
+                    ReleaseCollectionReq releaseCollectionReq = ReleaseCollectionReq.builder()
+                            .collectionName(collectionName)
+                            .build();
+                    milvusClient.releaseCollection(releaseCollectionReq);
+                }
+            } catch (Exception e) {
+                System.err.println("处理文件时出错: " + file.getOriginalFilename() + ", 错误: " + e.getMessage());
+                e.printStackTrace();
+                // 继续处理下一个文件
+            }
+        }
+
+        processValue = "上传完成";
+        return successfullyInsertedFiles;
+    }
+
+    /**
+     * 从Milvus检索相关文档
+     * @return
+     */
+    @Override
+    public List<JSONObject> retrieveFromMilvus(String collectionName, String query, int topK) {
+        List<JSONObject> resultList = new ArrayList<>();
+        List<List<SearchResp.SearchResult>> searchResultList = retrieve(collectionName, query, topK);
+        searchResultList.forEach(searchResult -> {
+            JSONObject result = new JSONObject();
+            result.put("file_name", searchResult.get(0).getEntity().get("file_name"));
+            result.put("content", searchResult.get(0).getEntity().get("content"));
+            resultList.add(result);
+        });
+        return resultList;
+    }
+
+    /**
+     * 从Milvus检索相关文档及相关度
+     * @return
+     */
+    @Override
+    public List<JSONObject> similarityFromMilvus(String collectionName, String query, int topK) {
+        List<JSONObject> resultList = new ArrayList<>();
+        List<List<SearchResp.SearchResult>> searchResultList = retrieve(collectionName, query, topK);
+        searchResultList.forEach(searchResult -> {
+            JSONObject result = new JSONObject();
+            result.put("score", searchResult.get(0).getScore());
+            result.put("file_name", searchResult.get(0).getEntity().get("file_name"));
+            result.put("content", searchResult.get(0).getEntity().get("content"));
+            resultList.add(result);
+        });
+        resultList.removeIf(jsonObject -> jsonObject.getDouble("score") < 0.7);
+        return resultList;
+    }
+
+    /**
+     * 调用LLM生成回答
+     * @return
+     */
+    @Override
+    public Flux<AssistantMessage> generateAnswer(String topicId, String prompt, String llmServiceUrl) {
+        ChatModel chatModel = ChatModel.of(llmServiceUrl)
+
+                .model("Qwen2.5-7B-Instruct")
+                .build();
+
+        List<ChatMessage> messages = new ArrayList<>();
+        if (topicId != null) {
+            CmcChat cmcChat = new CmcChat();
+            cmcChat.setTopicId(topicId);
+            List<CmcChat> cmcChatList = cmcChatService.selectCmcChatList(cmcChat);
+            for (CmcChat chat : cmcChatList) {
+                messages.add(ChatMessage.ofUser(chat.getInput()));
+                messages.add(ChatMessage.ofAssistant(chat.getOutput()));
+            }
+        }
+        messages.add(ChatMessage.ofUser(prompt));
+        ChatSession chatSession =  InMemoryChatSession.builder().messages(messages).build();
+        Publisher<ChatResponse> publisher = chatModel.prompt(chatSession).stream();
+        return Flux.from(publisher)
+                .map(response -> response.lastChoice().getMessage());
+    }
+
+    /**
+     * 调用LLM+RAG生成回答
+     * @return
+     */
+    @Override
+    public Flux<AssistantMessage> generateAnswerWithCollection(String topicId, String question, List<JSONObject> contexts, String llmServiceUrl) {
+        StringBuilder sb = new StringBuilder();
+        sb.append("问题: ").append(question).append("\n\n");
+        sb.append("根据以下上下文回答问题：\n\n");
+        for (JSONObject context : contexts) {
+            sb.append("文件").append(": ")
+                    .append(context.getString("file_name")).append("\n\n")
+                    .append("上下文").append(": ")
+                    .append(context.getString("content")).append("\n\n");
+        }
+        return generateAnswer(topicId, sb.toString(), llmServiceUrl);
+    }
+
+    /**
+     * 调用LLM生成回答
+     */
+    @Override
+    public Flux<AssistantMessage> generateAnswerWithDocument(String topicId, String chatId, String question, String llmServiceUrl) throws IOException {
+        CmcDocument cmcDocument = new CmcDocument();
+        cmcDocument.setChatId(chatId);
+        List<CmcDocument> documentList = cmcDocumentService.selectCmcDocumentList(cmcDocument);
+        StringBuilder sb = new StringBuilder("问题: " + question + "\n\n").append("根据以下上下文回答问题：\n\n");
+        for (CmcDocument document : documentList) {
+            File profilePath = new File(RuoYiConfig.getProfile() + document.getPath());
+            InMemoryEmbeddingStore<TextSegment> embeddingStore = new InMemoryEmbeddingStore<>();
+            List<TextSegment> segments = splitDocument(profilePath);
+            List<Embedding> embeddings = embeddingModel.embedAll(segments).content();
+            embeddingStore.addAll(embeddings, segments);
+            Embedding queryEmbedding = embeddingModel.embed(question).content();
+            EmbeddingSearchRequest embeddingSearchRequest = EmbeddingSearchRequest.builder()
+                    .queryEmbedding(queryEmbedding)
+                    .minScore(0.7)
+                    .build();
+            List<EmbeddingMatch<TextSegment>> results = embeddingStore.search(embeddingSearchRequest).matches();
+            results.sort(Comparator.comparingDouble(EmbeddingMatch<TextSegment>::score).reversed());
+            for (EmbeddingMatch<TextSegment> embeddingMatch : results) {
+                String contexts = embeddingMatch.embedded().toString();
+                sb.append("文件").append(": ")
+                        .append(document.getPath()).append("\n\n")
+                        .append("上下文").append(": ")
+                        .append(contexts).append("\n\n");
+            }
+        }
+        return generateAnswer(topicId, sb.toString(), llmServiceUrl);
+    }
+
+    /**
+     * 调用LLM生成回答
+     */
+    @Override
+    public Flux<AssistantMessage> generateAnswerWithDocumentAndCollection(String topicId, String question, List<JSONObject> contexts, String llmServiceUrl) throws IOException {
+        StringBuilder sb = new StringBuilder("招标文件内容：\n\n");
+        CmcChat cmcChat = new CmcChat();
+        cmcChat.setTopicId(topicId);
+        for (CmcChat chat : cmcChatService.selectCmcChatList(cmcChat)) {
+            CmcDocument cmcDocument = new CmcDocument();
+            cmcDocument.setChatId(chat.getChatId());
+            List<CmcDocument> documentList = cmcDocumentService.selectCmcDocumentList(cmcDocument);
+            //技术标书撰写智能体一个话题只会上传一个招标文件
+            if (documentList.size() == 1) {
+                for (CmcDocument document : documentList) {
+                    File profilePath = new File(RuoYiConfig.getProfile() + document.getPath());
+                    InMemoryEmbeddingStore<TextSegment> embeddingStore = new InMemoryEmbeddingStore<>();
+                    List<TextSegment> segments = splitDocument(profilePath);
+                    List<Embedding> embeddings = embeddingModel.embedAll(segments).content();
+                    embeddingStore.addAll(embeddings, segments);
+                    Embedding queryEmbedding = embeddingModel.embed(question).content();
+                    EmbeddingSearchRequest embeddingSearchRequest = EmbeddingSearchRequest.builder()
+                            .queryEmbedding(queryEmbedding)
+                            .minScore(0.7)
+                            .build();
+                    List<EmbeddingMatch<TextSegment>> results = embeddingStore.search(embeddingSearchRequest).matches();
+                    results.sort(Comparator.comparingDouble(EmbeddingMatch<TextSegment>::score).reversed());
+                    for (EmbeddingMatch<TextSegment> embeddingMatch : results) {
+                        String requests = embeddingMatch.embedded().toString();
+                        sb.append(requests).append("\n\n");
+                    }
+                }
+            }
+        }
+        sb.append("针对本项目招标文件内容，补全以下章节部分：\n\n").append(question);
+//        for (JSONObject context : contexts) {
+//            sb.append("文件").append(": ")
+//                    .append(context.getString("file_name")).append("\n\n")
+//                    .append("段落格式").append(": ")
+//                    .append(context.getString("content")).append("\n\n");
+//        }
+        return generateAnswer(topicId, sb.toString(), llmServiceUrl);
+    }
+
+    /**
+     * 获取二级标题下三级标题列表
+     */
+    @Override
+    public List<String> extractSubTitles(String filename, String question) throws IOException {
+        List<String> subTitles = new ArrayList<>();
+        boolean inTargetSection = false;
+
+        InputStream fileInputStream = new FileInputStream(filename);
+        try (XWPFDocument document = new XWPFDocument(fileInputStream)) {
+            for (XWPFParagraph paragraph : document.getParagraphs()) {
+                String text = paragraph.getText().trim();
+                if (paragraph.getStyle() != null) {
+                    // 判断主标题
+                    if (paragraph.getStyle().equals("3") &&
+                            text.contains(question)) {
+                        inTargetSection = true;
+                        continue;
+                    }
+
+                    // 如果已经在目标节中，收集标题3级别的子标题
+                    if (inTargetSection) {
+                        if (paragraph.getStyle().equals("4")) {
+                            subTitles.add(text);
+                        }
+                        // 遇到下一个Heading1则退出
+                        else if (paragraph.getStyle().equals("3")) {
+                            break;
+                        }
+                    }
+                }
+            }
+        }
+        if (subTitles.size() == 0)
+            subTitles.add(question);
+        return subTitles;
+    }
+
+    /**
+     * 检索知识库
+     * @return
+     */
+    private List<List<SearchResp.SearchResult>> retrieve(String collectionName, String query, int topK) {
+        List<BaseVector> queryVector = Collections.singletonList(new FloatVec(embeddingModel.embed(query).content().vector()));
+
+        //  加载集合
+        LoadCollectionReq loadCollectionReq = LoadCollectionReq.builder()
+                .collectionName(collectionName)
+                .build();
+        milvusClient.loadCollection(loadCollectionReq);
+
+        // 构建SearchParam
+        Map<String, Object> searchParams = new HashMap<>();
+        searchParams.put("nprobe", 8);
+        SearchReq searchReq = SearchReq.builder()
+                .collectionName(collectionName)
+                .data(queryVector)
+                .topK(topK)
+                .outputFields(Arrays.asList("file_name", "file_type", "content"))
+                .annsField("embedding")
+                .metricType(IndexParam.MetricType.COSINE)
+                .searchParams(searchParams)
+                .build();
+
+        SearchResp searchResp = milvusClient.search(searchReq);
+        List<List<SearchResp.SearchResult>> searchResultList = searchResp.getSearchResults();
+
+        // 释放集合
+        ReleaseCollectionReq releaseCollectionReq = ReleaseCollectionReq.builder()
+                .collectionName(collectionName)
+                .build();
+        milvusClient.releaseCollection(releaseCollectionReq);
+
+        return searchResultList;
+    }
+
+    /**
+     * 检索知识库
+     */
+    private List<TextSegment> splitDocument(File transferFile) throws FileNotFoundException {
+        // 加载文档
+        Document document;
+        InputStream fileInputStream = new FileInputStream(transferFile);
+        String filename = transferFile.getName().toLowerCase();
+        if (filename.endsWith(".doc") || filename.endsWith(".docx")) {
+            try (POITextExtractor extractor = ExtractorFactory.createExtractor(fileInputStream)) {
+                String text = extractor.getText();
+                document = Document.from(text);
+            }
+            catch (IOException e) {
+                throw new RuntimeException(e);
+            }
+        }
+        else if (filename.endsWith(".pdf")) {
+            document = new ApachePdfBoxDocumentParser().parse(fileInputStream);
+        }
+        else if (filename.endsWith(".txt")) {
+            document = new TextDocumentParser().parse(fileInputStream);
+        }
+        else {
+            throw new UnsupportedOperationException("不支持文件类型: " + filename);
+        }
+        DocumentByParagraphSplitter splitter = new DocumentByParagraphSplitter(300,50);
+        return splitter.split(document);
+    }
+
+}

oa-back/ruoyi-llm/src/main/java/com/ruoyi/web/llm/service/impl/MilvusServiceImpl.java

@@ -0,0 +1,248 @@
+package com.ruoyi.web.llm.service.impl;
+
+import com.alibaba.fastjson2.JSONArray;
+import com.alibaba.fastjson2.JSONObject;
+import com.ruoyi.web.llm.service.IMilvusService;
+import io.milvus.v2.client.ConnectConfig;
+import io.milvus.v2.client.MilvusClientV2;
+import io.milvus.v2.common.DataType;
+import io.milvus.v2.common.IndexParam;
+import io.milvus.v2.service.collection.request.*;
+import io.milvus.v2.service.collection.response.DescribeCollectionResp;
+import io.milvus.v2.service.collection.response.ListCollectionsResp;
+import io.milvus.v2.service.vector.request.DeleteReq;
+import io.milvus.v2.service.vector.request.QueryReq;
+import io.milvus.v2.service.vector.response.QueryResp;
+import org.springframework.stereotype.Service;
+
+import java.text.SimpleDateFormat;
+import java.util.*;
+import java.util.stream.Collectors;
+
+@Service
+public class MilvusServiceImpl implements IMilvusService {
+
+    private static final MilvusClientV2 milvusClient = new MilvusClientV2(
+            ConnectConfig.builder()
+                    .uri("http://192.168.28.196:19530")
+                    .build());
+
+    /**
+     * 新建知识库Collection（含Schema、Field、Index）
+     */
+    @Override
+    public void createCollection(String collectionName, String description, int dimension) {
+        CreateCollectionReq.CollectionSchema schema = MilvusClientV2.CreateSchema();
+
+        schema.addField(AddFieldReq.builder()
+                .fieldName("id")
+                .dataType(DataType.Int64)
+                .isPrimaryKey(true)
+                .autoID(true)
+                .build());
+
+        schema.addField(AddFieldReq.builder()
+                .fieldName("file_name")
+                .dataType(DataType.VarChar)
+                .maxLength(256)
+                .build());
+
+        schema.addField(AddFieldReq.builder()
+                .fieldName("file_type")
+                .dataType(DataType.VarChar)
+                .maxLength(10)
+                .build());
+
+        schema.addField(AddFieldReq.builder()
+                .fieldName("content")
+                .dataType(DataType.VarChar)
+                .maxLength(65535)
+                .build());
+
+        schema.addField(AddFieldReq.builder()
+                .fieldName("embedding")
+                .dataType(DataType.FloatVector)
+                .dimension(dimension)
+                .build());
+
+        // 创建索引
+        Map<String, Object> extraParams = new HashMap<>();
+        extraParams.put("nlist", 64);
+        IndexParam indexParam = IndexParam.builder()
+                .fieldName("embedding")
+                .indexType(IndexParam.IndexType.IVF_FLAT)
+                .metricType(IndexParam.MetricType.COSINE)
+                .extraParams(extraParams)
+                .build();
+
+        CreateCollectionReq createCollectionParam = CreateCollectionReq.builder()
+                .collectionName(collectionName)
+                .description(description)
+                .collectionSchema(schema)
+                .indexParam(indexParam)
+                .build();
+
+        milvusClient.createCollection(createCollectionParam);
+    }
+
+    /**
+     * 查询知识库Collection
+     */
+    @Override
+    public JSONArray getCollectionNames() {
+        JSONArray jsonArray = new JSONArray();
+        ListCollectionsResp listResponse = milvusClient.listCollections();
+        if (listResponse != null) {
+            List<String> collectionNames = listResponse.getCollectionNames();
+            for (String collectionName : collectionNames) {
+                JSONObject jsonObject = new JSONObject();
+                DescribeCollectionReq request = DescribeCollectionReq.builder()
+                        .collectionName(collectionName)
+                        .build();
+                DescribeCollectionResp describeResponse = milvusClient.describeCollection(request);
+                jsonObject.put("collectionId", describeResponse.getCollectionID());
+                jsonObject.put("collectionName", collectionName);
+                SimpleDateFormat beijingFormat = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
+                beijingFormat.setTimeZone(TimeZone.getTimeZone("Asia/Shanghai"));
+                String beijingTime = beijingFormat.format(describeResponse.getCreateUtcTime());
+                jsonObject.put("createdTime", beijingTime);
+                jsonObject.put("description", describeResponse.getDescription());
+                jsonArray.add(jsonObject);
+            }
+        }
+        return jsonArray;
+    }
+
+    /**
+     * 根据名称查询知识库Collection
+     * 返回指定名称的集合信息
+     */
+    @Override
+    public JSONArray listKnowLedgeByCollectionName(String collectionName) {
+        JSONArray jsonArray = new JSONArray();
+        ListCollectionsResp listResponse = milvusClient.listCollections();
+        
+        if (listResponse != null) {
+            List<String> allCollectionNames = listResponse.getCollectionNames();
+            for (String name : allCollectionNames) {
+                JSONObject jsonObject = new JSONObject();
+                DescribeCollectionReq request = DescribeCollectionReq.builder()
+                        .collectionName(name)
+                        .build();
+                DescribeCollectionResp describeResponse = milvusClient.describeCollection(request);
+                if (describeResponse.getDescription().contains(collectionName)) {
+                    jsonObject.put("collectionId", describeResponse.getCollectionID());
+                    jsonObject.put("collectionName", name);
+                    SimpleDateFormat beijingFormat = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
+                    beijingFormat.setTimeZone(TimeZone.getTimeZone("Asia/Shanghai"));
+                    String beijingTime = beijingFormat.format(describeResponse.getCreateUtcTime());
+                    jsonObject.put("createdTime", beijingTime);
+                    jsonObject.put("description", describeResponse.getDescription());
+                    jsonArray.add(jsonObject);
+                }
+            }
+        }
+        return jsonArray;
+    }
+
+    /**
+     * 修改知识库Collection
+     */
+    @Override
+    public void collectionRename(String collectionName, String newCollectionName) {
+        RenameCollectionReq renameCollectionReq = RenameCollectionReq.builder()
+                .collectionName(collectionName)
+                .newCollectionName(newCollectionName)
+                .build();
+
+        milvusClient.renameCollection(renameCollectionReq);
+    }
+
+    /**
+     * 删除知识库Collection
+     */
+    @Override
+    public void deleteCollectionName(String collectionName) {
+        DropCollectionReq dropCollectionReq = DropCollectionReq.builder()
+                .collectionName(collectionName)
+                .build();
+        milvusClient.dropCollection(dropCollectionReq);
+    }
+
+    /**
+     * 查询知识库文件
+     */
+    @Override
+    public List<String> listDocument(String collectionName, String fileType) {
+        List<String> documentList = new ArrayList<>();
+        loadCollectionName(collectionName);
+        QueryReq queryParam = QueryReq.builder()
+                .collectionName(collectionName)
+                .filter("id > 0")
+                .outputFields(Arrays.asList("file_type", "file_name"))
+                .build();
+        if (fileType != null && !fileType.equals(""))
+            queryParam = QueryReq.builder()
+                .collectionName(collectionName)
+                .filter(String.format("file_type == \"%s\"", fileType))
+                .outputFields(Arrays.asList("file_type", "file_name"))
+                .build();
+        QueryResp queryResp = milvusClient.query(queryParam);
+        List<QueryResp.QueryResult> rowRecordList;
+        if (queryResp != null) {
+            rowRecordList = queryResp.getQueryResults();
+            for (QueryResp.QueryResult rowRecord : rowRecordList) {
+                documentList.add(rowRecord.getEntity().get("file_name").toString());
+            }
+        }
+        releaseCollectionName(collectionName);
+        return documentList.stream().distinct().collect(Collectors.toList());
+    }
+
+    /**
+     * 删除知识库文件
+     */
+    @Override
+    public void removeDocument(String collectionName, String fileName) {
+        loadCollectionName(collectionName);
+        DeleteReq deleteReq = DeleteReq.builder()
+                .collectionName(collectionName)
+                .filter(String.format("file_name == \"%s\"", fileName))
+                .build();
+        milvusClient.delete(deleteReq);
+    }
+
+    /**
+     * 删除知识库所有文件
+     */
+    @Override
+    public void removeAllDocument(String collectionName) {
+        loadCollectionName(collectionName);
+        DeleteReq deleteReq = DeleteReq.builder()
+                .collectionName(collectionName)
+                .filter("id > 0")
+                .build();
+        milvusClient.delete(deleteReq);
+    }
+
+    /**
+     * 加载知识库Collection
+     */
+    public void loadCollectionName(String collectionName) {
+        LoadCollectionReq loadCollectionReq = LoadCollectionReq.builder()
+                .collectionName(collectionName)
+                .build();
+        milvusClient.loadCollection(loadCollectionReq);
+    }
+
+    /**
+     * 释放知识库Collection
+     */
+    public void releaseCollectionName(String collectionName) {
+        ReleaseCollectionReq releaseCollectionReq = ReleaseCollectionReq.builder()
+                .collectionName(collectionName)
+                .build();
+        milvusClient.releaseCollection(releaseCollectionReq);
+    }
+
+}

oa-back/ruoyi-system/pom.xml

@@ -33,6 +33,42 @@
             <scope>compile</scope>
         </dependency>
 
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-core</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-document-parser-apache-pdfbox</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+
+        <dependency>
+            <groupId>dev.langchain4j</groupId>
+            <artifactId>langchain4j-embeddings-bge-small-zh-v15</artifactId>
+            <version>0.35.0</version>
+        </dependency>
+
+        <dependency>
+            <groupId>org.noear</groupId>
+            <artifactId>solon-ai</artifactId>
+            <version>3.5.1</version>
+        </dependency>
+
+        <dependency>
+            <groupId>io.milvus</groupId>
+            <artifactId>milvus-sdk-java</artifactId>
+            <version>2.6.2</version>
+        </dependency>
+
     </dependencies>
 
 </project>

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/domain/CmcAgent.java

@@ -0,0 +1,67 @@
+package com.ruoyi.llm.domain;
+
+import com.ruoyi.common.annotation.Excel;
+import com.ruoyi.common.core.domain.BaseEntity;
+import org.apache.commons.lang3.builder.ToStringBuilder;
+import org.apache.commons.lang3.builder.ToStringStyle;
+
+/**
+ * 智能体对象 cmc_agent
+ * 
+ * @author ruoyi
+ * @date 2025-07-17
+ */
+public class CmcAgent extends BaseEntity
+{
+    private static final long serialVersionUID = 1L;
+
+    /** 智能体id */
+    private Integer agentId;
+
+    /** 名称 */
+    @Excel(name = "名称")
+    private String agentName;
+
+    /** 描述 */
+    @Excel(name = "描述")
+    private String description;
+
+    public void setAgentId(Integer agentId) 
+    {
+        this.agentId = agentId;
+    }
+
+    public Integer getAgentId() 
+    {
+        return agentId;
+    }
+    public void setAgentName(String agentName) 
+    {
+        this.agentName = agentName;
+    }
+
+    public String getAgentName() 
+    {
+        return agentName;
+    }
+    public void setDescription(String description) 
+    {
+        this.description = description;
+    }
+
+    public String getDescription() 
+    {
+        return description;
+    }
+
+    @Override
+    public String toString() {
+        return new ToStringBuilder(this,ToStringStyle.MULTI_LINE_STYLE)
+            .append("agentId", getAgentId())
+            .append("agentName", getAgentName())
+            .append("description", getDescription())
+            .append("createBy", getCreateBy())
+            .append("createTime", getCreateTime())
+            .toString();
+    }
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/domain/CmcChat.java

@@ -0,0 +1,126 @@
+package com.ruoyi.llm.domain;
+
+import com.fasterxml.jackson.annotation.JsonFormat;
+import com.ruoyi.common.annotation.Excel;
+import com.ruoyi.common.core.domain.BaseEntity;
+import org.apache.commons.lang3.builder.ToStringBuilder;
+import org.apache.commons.lang3.builder.ToStringStyle;
+
+import java.util.Date;
+
+/**
+ * cmc聊天记录对象 cmc_chat
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+public class CmcChat extends BaseEntity
+{
+    private static final long serialVersionUID = 1L;
+
+    /** 聊天记录id */
+    private String chatId;
+
+    /** 聊天主题id */
+    @Excel(name = "聊天主题id")
+    private String topicId;
+
+    /** 用户id */
+    @Excel(name = "用户id")
+    private Long userId;
+
+    /** 输入 */
+    @Excel(name = "输入")
+    private String input;
+
+    /** 输入时间 */
+    @JsonFormat(pattern = "yyyy-MM-dd")
+    @Excel(name = "输入时间", width = 30, dateFormat = "yyyy-MM-dd")
+    private Date inputTime;
+
+    /** 输出 */
+    @Excel(name = "输出")
+    private String output;
+
+    /** 输出时间 */
+    @JsonFormat(pattern = "yyyy-MM-dd")
+    @Excel(name = "输出时间", width = 30, dateFormat = "yyyy-MM-dd")
+    private Date outputTime;
+
+    public void setChatId(String chatId) 
+    {
+        this.chatId = chatId;
+    }
+
+    public String getChatId() 
+    {
+        return chatId;
+    }
+    public void setTopicId(String topicId) 
+    {
+        this.topicId = topicId;
+    }
+
+    public String getTopicId() 
+    {
+        return topicId;
+    }
+    public void setUserId(Long userId) 
+    {
+        this.userId = userId;
+    }
+
+    public Long getUserId() 
+    {
+        return userId;
+    }
+    public void setInput(String input) 
+    {
+        this.input = input;
+    }
+
+    public String getInput() 
+    {
+        return input;
+    }
+    public void setInputTime(Date inputTime) 
+    {
+        this.inputTime = inputTime;
+    }
+
+    public Date getInputTime() 
+    {
+        return inputTime;
+    }
+    public void setOutput(String output) 
+    {
+        this.output = output;
+    }
+
+    public String getOutput() 
+    {
+        return output;
+    }
+    public void setOutputTime(Date outputTime) 
+    {
+        this.outputTime = outputTime;
+    }
+
+    public Date getOutputTime() 
+    {
+        return outputTime;
+    }
+
+    @Override
+    public String toString() {
+        return new ToStringBuilder(this,ToStringStyle.MULTI_LINE_STYLE)
+            .append("chatId", getChatId())
+            .append("topicId", getTopicId())
+            .append("userId", getUserId())
+            .append("input", getInput())
+            .append("inputTime", getInputTime())
+            .append("output", getOutput())
+            .append("outputTime", getOutputTime())
+            .toString();
+    }
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/domain/CmcDocument.java

@@ -0,0 +1,65 @@
+package com.ruoyi.llm.domain;
+
+import com.ruoyi.common.annotation.Excel;
+import com.ruoyi.common.core.domain.BaseEntity;
+import org.apache.commons.lang3.builder.ToStringBuilder;
+import org.apache.commons.lang3.builder.ToStringStyle;
+
+/**
+ * cmc聊天附件对象 cmc_document
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+public class CmcDocument extends BaseEntity
+{
+    private static final long serialVersionUID = 1L;
+
+    /** 附件id */
+    private String documentId;
+
+    /** 聊天记录id */
+    @Excel(name = "聊天记录id")
+    private String chatId;
+
+    /** 附件 */
+    @Excel(name = "附件")
+    private String path;
+
+    public void setDocumentId(String documentId) 
+    {
+        this.documentId = documentId;
+    }
+
+    public String getDocumentId() 
+    {
+        return documentId;
+    }
+    public void setChatId(String chatId) 
+    {
+        this.chatId = chatId;
+    }
+
+    public String getChatId() 
+    {
+        return chatId;
+    }
+    public void setPath(String path) 
+    {
+        this.path = path;
+    }
+
+    public String getPath() 
+    {
+        return path;
+    }
+
+    @Override
+    public String toString() {
+        return new ToStringBuilder(this,ToStringStyle.MULTI_LINE_STYLE)
+            .append("documentId", getDocumentId())
+            .append("chatId", getChatId())
+            .append("path", getPath())
+            .toString();
+    }
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/domain/CmcTopic.java

@@ -0,0 +1,66 @@
+package com.ruoyi.llm.domain;
+
+import com.ruoyi.common.annotation.Excel;
+import com.ruoyi.common.core.domain.BaseEntity;
+import org.apache.commons.lang3.builder.ToStringBuilder;
+import org.apache.commons.lang3.builder.ToStringStyle;
+
+/**
+ * cmc聊天主题对象 cmc_topic
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+public class CmcTopic extends BaseEntity
+{
+    private static final long serialVersionUID = 1L;
+
+    /** 聊天主题id */
+    private String topicId;
+
+    /** 智能体id */
+    @Excel(name = "智能体id")
+    private Integer agentId;
+
+    /** 主题 */
+    @Excel(name = "主题")
+    private String topic;
+
+    public void setTopicId(String topicId) 
+    {
+        this.topicId = topicId;
+    }
+
+    public String getTopicId() 
+    {
+        return topicId;
+    }
+    public void setTopic(String topic) 
+    {
+        this.topic = topic;
+    }
+
+    public String getTopic() 
+    {
+        return topic;
+    }
+    public void setAgentId(Integer agentId)
+    {
+        this.agentId = agentId;
+    }
+
+    public Integer getAgentId()
+    {
+        return agentId;
+    }
+
+    @Override
+    public String toString() {
+        return new ToStringBuilder(this,ToStringStyle.MULTI_LINE_STYLE)
+            .append("topicId", getTopicId())
+            .append("topic", getTopic())
+                .append("agentId", getAgentId())
+            .append("createTime", getCreateTime())
+            .toString();
+    }
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/mapper/CmcAgentMapper.java

@@ -0,0 +1,62 @@
+package com.ruoyi.llm.mapper;
+
+import com.ruoyi.llm.domain.CmcAgent;
+
+import java.util.List;
+
+/**
+ * 智能体Mapper接口
+ * 
+ * @author ruoyi
+ * @date 2025-07-17
+ */
+public interface CmcAgentMapper 
+{
+    /**
+     * 查询智能体
+     * 
+     * @param agentId 智能体主键
+     * @return 智能体
+     */
+    public CmcAgent selectCmcAgentByAgentId(Integer agentId);
+
+    /**
+     * 查询智能体列表
+     * 
+     * @param cmcAgent 智能体
+     * @return 智能体集合
+     */
+    public List<CmcAgent> selectCmcAgentList(CmcAgent cmcAgent);
+
+    /**
+     * 新增智能体
+     * 
+     * @param cmcAgent 智能体
+     * @return 结果
+     */
+    public int insertCmcAgent(CmcAgent cmcAgent);
+
+    /**
+     * 修改智能体
+     * 
+     * @param cmcAgent 智能体
+     * @return 结果
+     */
+    public int updateCmcAgent(CmcAgent cmcAgent);
+
+    /**
+     * 删除智能体
+     * 
+     * @param agentId 智能体主键
+     * @return 结果
+     */
+    public int deleteCmcAgentByAgentId(Integer agentId);
+
+    /**
+     * 批量删除智能体
+     * 
+     * @param agentIds 需要删除的数据主键集合
+     * @return 结果
+     */
+    public int deleteCmcAgentByAgentIds(Integer[] agentIds);
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/mapper/CmcChatMapper.java

@@ -0,0 +1,62 @@
+package com.ruoyi.llm.mapper;
+
+import com.ruoyi.llm.domain.CmcChat;
+
+import java.util.List;
+
+/**
+ * cmc聊天记录Mapper接口
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+public interface CmcChatMapper 
+{
+    /**
+     * 查询cmc聊天记录
+     * 
+     * @param chatId cmc聊天记录主键
+     * @return cmc聊天记录
+     */
+    public CmcChat selectCmcChatByChatId(String chatId);
+
+    /**
+     * 查询cmc聊天记录列表
+     * 
+     * @param cmcChat cmc聊天记录
+     * @return cmc聊天记录集合
+     */
+    public List<CmcChat> selectCmcChatList(CmcChat cmcChat);
+
+    /**
+     * 新增cmc聊天记录
+     * 
+     * @param cmcChat cmc聊天记录
+     * @return 结果
+     */
+    public int insertCmcChat(CmcChat cmcChat);
+
+    /**
+     * 修改cmc聊天记录
+     * 
+     * @param cmcChat cmc聊天记录
+     * @return 结果
+     */
+    public int updateCmcChat(CmcChat cmcChat);
+
+    /**
+     * 删除cmc聊天记录
+     * 
+     * @param chatId cmc聊天记录主键
+     * @return 结果
+     */
+    public int deleteCmcChatByChatId(String chatId);
+
+    /**
+     * 批量删除cmc聊天记录
+     * 
+     * @param chatIds 需要删除的数据主键集合
+     * @return 结果
+     */
+    public int deleteCmcChatByChatIds(String[] chatIds);
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/mapper/CmcDocumentMapper.java

@@ -0,0 +1,62 @@
+package com.ruoyi.llm.mapper;
+
+import com.ruoyi.llm.domain.CmcDocument;
+
+import java.util.List;
+
+/**
+ * cmc聊天附件Mapper接口
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+public interface CmcDocumentMapper 
+{
+    /**
+     * 查询cmc聊天附件
+     * 
+     * @param documentId cmc聊天附件主键
+     * @return cmc聊天附件
+     */
+    public CmcDocument selectCmcDocumentByDocumentId(String documentId);
+
+    /**
+     * 查询cmc聊天附件列表
+     * 
+     * @param cmcDocument cmc聊天附件
+     * @return cmc聊天附件集合
+     */
+    public List<CmcDocument> selectCmcDocumentList(CmcDocument cmcDocument);
+
+    /**
+     * 新增cmc聊天附件
+     * 
+     * @param cmcDocument cmc聊天附件
+     * @return 结果
+     */
+    public int insertCmcDocument(CmcDocument cmcDocument);
+
+    /**
+     * 修改cmc聊天附件
+     * 
+     * @param cmcDocument cmc聊天附件
+     * @return 结果
+     */
+    public int updateCmcDocument(CmcDocument cmcDocument);
+
+    /**
+     * 删除cmc聊天附件
+     * 
+     * @param documentId cmc聊天附件主键
+     * @return 结果
+     */
+    public int deleteCmcDocumentByDocumentId(String documentId);
+
+    /**
+     * 批量删除cmc聊天附件
+     * 
+     * @param documentIds 需要删除的数据主键集合
+     * @return 结果
+     */
+    public int deleteCmcDocumentByDocumentIds(String[] documentIds);
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/mapper/CmcTopicMapper.java

@@ -0,0 +1,62 @@
+package com.ruoyi.llm.mapper;
+
+import com.ruoyi.llm.domain.CmcTopic;
+
+import java.util.List;
+
+/**
+ * cmc聊天主题Mapper接口
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+public interface CmcTopicMapper 
+{
+    /**
+     * 查询cmc聊天主题
+     * 
+     * @param topicId cmc聊天主题主键
+     * @return cmc聊天主题
+     */
+    public CmcTopic selectCmcTopicByTopicId(String topicId);
+
+    /**
+     * 查询cmc聊天主题列表
+     * 
+     * @param cmcTopic cmc聊天主题
+     * @return cmc聊天主题集合
+     */
+    public List<CmcTopic> selectCmcTopicList(CmcTopic cmcTopic);
+
+    /**
+     * 新增cmc聊天主题
+     * 
+     * @param cmcTopic cmc聊天主题
+     * @return 结果
+     */
+    public int insertCmcTopic(CmcTopic cmcTopic);
+
+    /**
+     * 修改cmc聊天主题
+     * 
+     * @param cmcTopic cmc聊天主题
+     * @return 结果
+     */
+    public int updateCmcTopic(CmcTopic cmcTopic);
+
+    /**
+     * 删除cmc聊天主题
+     * 
+     * @param topicId cmc聊天主题主键
+     * @return 结果
+     */
+    public int deleteCmcTopicByTopicId(String topicId);
+
+    /**
+     * 批量删除cmc聊天主题
+     * 
+     * @param topicIds 需要删除的数据主键集合
+     * @return 结果
+     */
+    public int deleteCmcTopicByTopicIds(String[] topicIds);
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/service/ICmcAgentService.java

@@ -0,0 +1,104 @@
+package com.ruoyi.llm.service;
+
+import com.alibaba.fastjson2.JSONObject;
+import com.ruoyi.llm.domain.CmcAgent;
+import org.springframework.web.multipart.MultipartFile;
+
+import java.io.IOException;
+import java.util.List;
+
+/**
+ * 智能体Service接口
+ * 
+ * @author ruoyi
+ * @date 2025-07-17
+ */
+public interface ICmcAgentService 
+{
+    /**
+     * 查询智能体
+     * 
+     * @param agentId 智能体主键
+     * @return 智能体
+     */
+    public CmcAgent selectCmcAgentByAgentId(Integer agentId);
+
+    /**
+     * 查询智能体列表
+     * 
+     * @param cmcAgent 智能体
+     * @return 智能体集合
+     */
+    public List<CmcAgent> selectCmcAgentList(CmcAgent cmcAgent);
+
+    /**
+     * 获取开场白
+     *
+     * @param agentName 智能体名称
+     * @return 结果
+     */
+    public String getOpening(String agentName);
+
+    /**
+     * 上传单文件
+     *
+     * @param file 文件
+     * @return 结果
+     */
+    public JSONObject uploadDocument(MultipartFile file, String agentName) throws IOException;
+
+    /**
+     * 上传修改文件
+     *
+     * @param file 文件
+     * @return 结果
+     */
+    public JSONObject uploadModifyFile(MultipartFile file, String agentName) throws IOException;
+
+    /**
+     * 上传多文件
+     *
+     * @param fileList 文件
+     * @return 结果
+     */
+    public String uploadDocumentList(MultipartFile[] fileList, String agentName) throws IOException;
+
+    /**
+     * 获取进度
+     *
+     * @return 结果
+     */
+    public String getProcess();
+
+    /**
+     * 新增智能体
+     * 
+     * @param cmcAgent 智能体
+     * @return 结果
+     */
+    public int insertCmcAgent(CmcAgent cmcAgent);
+
+    /**
+     * 修改智能体
+     * 
+     * @param cmcAgent 智能体
+     * @return 结果
+     */
+    public int updateCmcAgent(CmcAgent cmcAgent);
+
+    /**
+     * 批量删除智能体
+     * 
+     * @param agentIds 需要删除的智能体主键集合
+     * @return 结果
+     */
+    public int deleteCmcAgentByAgentIds(Integer[] agentIds);
+
+    /**
+     * 删除智能体信息
+     * 
+     * @param agentId 智能体主键
+     * @return 结果
+     */
+    public int deleteCmcAgentByAgentId(Integer agentId);
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/service/ICmcChatService.java

@@ -0,0 +1,62 @@
+package com.ruoyi.llm.service;
+
+import com.ruoyi.llm.domain.CmcChat;
+
+import java.util.List;
+
+/**
+ * cmc聊天记录Service接口
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+public interface ICmcChatService 
+{
+    /**
+     * 查询cmc聊天记录
+     * 
+     * @param chatId cmc聊天记录主键
+     * @return cmc聊天记录
+     */
+    public CmcChat selectCmcChatByChatId(String chatId);
+
+    /**
+     * 查询cmc聊天记录列表
+     * 
+     * @param cmcChat cmc聊天记录
+     * @return cmc聊天记录集合
+     */
+    public List<CmcChat> selectCmcChatList(CmcChat cmcChat);
+
+    /**
+     * 新增cmc聊天记录
+     * 
+     * @param cmcChat cmc聊天记录
+     * @return 结果
+     */
+    public int insertCmcChat(CmcChat cmcChat);
+
+    /**
+     * 修改cmc聊天记录
+     * 
+     * @param cmcChat cmc聊天记录
+     * @return 结果
+     */
+    public int updateCmcChat(CmcChat cmcChat);
+
+    /**
+     * 批量删除cmc聊天记录
+     * 
+     * @param chatIds 需要删除的cmc聊天记录主键集合
+     * @return 结果
+     */
+    public int deleteCmcChatByChatIds(String[] chatIds);
+
+    /**
+     * 删除cmc聊天记录信息
+     * 
+     * @param chatId cmc聊天记录主键
+     * @return 结果
+     */
+    public int deleteCmcChatByChatId(String chatId);
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/service/ICmcDocumentService.java

@@ -0,0 +1,73 @@
+package com.ruoyi.llm.service;
+
+import com.alibaba.fastjson2.JSONObject;
+import com.ruoyi.llm.domain.CmcDocument;
+import org.springframework.web.multipart.MultipartFile;
+
+import java.io.IOException;
+import java.util.List;
+
+/**
+ * cmc聊天附件Service接口
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+public interface ICmcDocumentService 
+{
+    /**
+     * 查询cmc聊天附件
+     * 
+     * @param documentId cmc聊天附件主键
+     * @return cmc聊天附件
+     */
+    public CmcDocument selectCmcDocumentByDocumentId(String documentId);
+
+    /**
+     * 查询cmc聊天附件列表
+     * 
+     * @param cmcDocument cmc聊天附件
+     * @return cmc聊天附件集合
+     */
+    public List<CmcDocument> selectCmcDocumentList(CmcDocument cmcDocument);
+
+    /**
+     * 上传外部文件
+     *
+     * @param fileList 文件
+     * @return 结果
+     */
+    public JSONObject uploadDocument(MultipartFile[] fileList) throws IOException;
+
+    /**
+     * 新增cmc聊天附件
+     * 
+     * @param cmcDocument cmc聊天附件
+     * @return 结果
+     */
+    public int insertCmcDocument(CmcDocument cmcDocument);
+
+    /**
+     * 修改cmc聊天附件
+     * 
+     * @param cmcDocument cmc聊天附件
+     * @return 结果
+     */
+    public int updateCmcDocument(CmcDocument cmcDocument);
+
+    /**
+     * 批量删除cmc聊天附件
+     * 
+     * @param documentIds 需要删除的cmc聊天附件主键集合
+     * @return 结果
+     */
+    public int deleteCmcDocumentByDocumentIds(String[] documentIds);
+
+    /**
+     * 删除cmc聊天附件信息
+     * 
+     * @param documentId cmc聊天附件主键
+     * @return 结果
+     */
+    public int deleteCmcDocumentByDocumentId(String documentId);
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/service/ICmcTopicService.java

@@ -0,0 +1,62 @@
+package com.ruoyi.llm.service;
+
+import com.ruoyi.llm.domain.CmcTopic;
+
+import java.util.List;
+
+/**
+ * cmc聊天主题Service接口
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+public interface ICmcTopicService 
+{
+    /**
+     * 查询cmc聊天主题
+     * 
+     * @param topicId cmc聊天主题主键
+     * @return cmc聊天主题
+     */
+    public CmcTopic selectCmcTopicByTopicId(String topicId);
+
+    /**
+     * 查询cmc聊天主题列表
+     * 
+     * @param cmcTopic cmc聊天主题
+     * @return cmc聊天主题集合
+     */
+    public List<CmcTopic> selectCmcTopicList(CmcTopic cmcTopic);
+
+    /**
+     * 新增cmc聊天主题
+     * 
+     * @param cmcTopic cmc聊天主题
+     * @return 结果
+     */
+    public int insertCmcTopic(CmcTopic cmcTopic);
+
+    /**
+     * 修改cmc聊天主题
+     * 
+     * @param cmcTopic cmc聊天主题
+     * @return 结果
+     */
+    public int updateCmcTopic(CmcTopic cmcTopic);
+
+    /**
+     * 批量删除cmc聊天主题
+     * 
+     * @param topicIds 需要删除的cmc聊天主题主键集合
+     * @return 结果
+     */
+    public int deleteCmcTopicByTopicIds(String[] topicIds);
+
+    /**
+     * 删除cmc聊天主题信息
+     * 
+     * @param topicId cmc聊天主题主键
+     * @return 结果
+     */
+    public int deleteCmcTopicByTopicId(String topicId);
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/service/impl/CmcChatServiceImpl.java

@@ -0,0 +1,94 @@
+package com.ruoyi.llm.service.impl;
+
+import com.ruoyi.llm.domain.CmcChat;
+import com.ruoyi.llm.mapper.CmcChatMapper;
+import com.ruoyi.llm.service.ICmcChatService;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+
+/**
+ * cmc聊天记录Service业务层处理
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@Service
+public class CmcChatServiceImpl implements ICmcChatService 
+{
+    @Autowired
+    private CmcChatMapper cmcChatMapper;
+
+    /**
+     * 查询cmc聊天记录
+     * 
+     * @param chatId cmc聊天记录主键
+     * @return cmc聊天记录
+     */
+    @Override
+    public CmcChat selectCmcChatByChatId(String chatId)
+    {
+        return cmcChatMapper.selectCmcChatByChatId(chatId);
+    }
+
+    /**
+     * 查询cmc聊天记录列表
+     * 
+     * @param cmcChat cmc聊天记录
+     * @return cmc聊天记录
+     */
+    @Override
+    public List<CmcChat> selectCmcChatList(CmcChat cmcChat)
+    {
+        return cmcChatMapper.selectCmcChatList(cmcChat);
+    }
+
+    /**
+     * 新增cmc聊天记录
+     * 
+     * @param cmcChat cmc聊天记录
+     * @return 结果
+     */
+    @Override
+    public int insertCmcChat(CmcChat cmcChat)
+    {
+        return cmcChatMapper.insertCmcChat(cmcChat);
+    }
+
+    /**
+     * 修改cmc聊天记录
+     * 
+     * @param cmcChat cmc聊天记录
+     * @return 结果
+     */
+    @Override
+    public int updateCmcChat(CmcChat cmcChat)
+    {
+        return cmcChatMapper.updateCmcChat(cmcChat);
+    }
+
+    /**
+     * 批量删除cmc聊天记录
+     * 
+     * @param chatIds 需要删除的cmc聊天记录主键
+     * @return 结果
+     */
+    @Override
+    public int deleteCmcChatByChatIds(String[] chatIds)
+    {
+        return cmcChatMapper.deleteCmcChatByChatIds(chatIds);
+    }
+
+    /**
+     * 删除cmc聊天记录信息
+     * 
+     * @param chatId cmc聊天记录主键
+     * @return 结果
+     */
+    @Override
+    public int deleteCmcChatByChatId(String chatId)
+    {
+        return cmcChatMapper.deleteCmcChatByChatId(chatId);
+    }
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/service/impl/CmcDocumentServiceImpl.java

@@ -0,0 +1,129 @@
+package com.ruoyi.llm.service.impl;
+
+import com.alibaba.fastjson2.JSONObject;
+import com.ruoyi.common.config.RuoYiConfig;
+import com.ruoyi.common.utils.SnowFlake;
+import com.ruoyi.llm.domain.CmcDocument;
+import com.ruoyi.llm.mapper.CmcDocumentMapper;
+import com.ruoyi.llm.service.ICmcDocumentService;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+import org.springframework.web.multipart.MultipartFile;
+
+import java.io.File;
+import java.io.IOException;
+import java.util.List;
+
+/**
+ * cmc聊天附件Service业务层处理
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@Service
+public class CmcDocumentServiceImpl implements ICmcDocumentService 
+{
+    @Autowired
+    private CmcDocumentMapper cmcDocumentMapper;
+
+    /**
+     * 查询cmc聊天附件
+     * 
+     * @param documentId cmc聊天附件主键
+     * @return cmc聊天附件
+     */
+    @Override
+    public CmcDocument selectCmcDocumentByDocumentId(String documentId)
+    {
+        return cmcDocumentMapper.selectCmcDocumentByDocumentId(documentId);
+    }
+
+    /**
+     * 查询cmc聊天附件列表
+     * 
+     * @param cmcDocument cmc聊天附件
+     * @return cmc聊天附件
+     */
+    @Override
+    public List<CmcDocument> selectCmcDocumentList(CmcDocument cmcDocument)
+    {
+        return cmcDocumentMapper.selectCmcDocumentList(cmcDocument);
+    }
+
+    /**
+     * 新增cmc聊天附件
+     * 
+     * @param cmcDocument cmc聊天附件
+     * @return 结果
+     */
+    @Override
+    public int insertCmcDocument(CmcDocument cmcDocument)
+    {
+        return cmcDocumentMapper.insertCmcDocument(cmcDocument);
+    }
+
+    /**
+     * 上传外部文件
+     *
+     * @param fileList 文件
+     * @return 结果
+     */
+    @Override
+    public JSONObject uploadDocument(MultipartFile[] fileList) throws IOException {
+        String prefixPath = "";
+            prefixPath = "/upload/rag/document";
+        File profilePath = new File( RuoYiConfig.getProfile() + prefixPath);
+        if (!profilePath.exists())
+            profilePath.mkdirs();
+        String chatId = new SnowFlake().generateId();
+        JSONObject jsonObject = new JSONObject();
+        jsonObject.put("chatId", chatId);
+        for (MultipartFile file : fileList) {
+            File transferFile = new File(profilePath + "/" + file.getOriginalFilename());
+            if (!transferFile.exists())
+                file.transferTo(transferFile);
+            CmcDocument cmcDocument = new CmcDocument();
+            cmcDocument.setDocumentId(new SnowFlake().generateId());
+            cmcDocument.setChatId(chatId);
+            cmcDocument.setPath(prefixPath + "/" + file.getOriginalFilename());
+            cmcDocumentMapper.insertCmcDocument(cmcDocument);
+        }
+        return jsonObject;
+    }
+
+    /**
+     * 修改cmc聊天附件
+     * 
+     * @param cmcDocument cmc聊天附件
+     * @return 结果
+     */
+    @Override
+    public int updateCmcDocument(CmcDocument cmcDocument)
+    {
+        return cmcDocumentMapper.updateCmcDocument(cmcDocument);
+    }
+
+    /**
+     * 批量删除cmc聊天附件
+     * 
+     * @param documentIds 需要删除的cmc聊天附件主键
+     * @return 结果
+     */
+    @Override
+    public int deleteCmcDocumentByDocumentIds(String[] documentIds)
+    {
+        return cmcDocumentMapper.deleteCmcDocumentByDocumentIds(documentIds);
+    }
+
+    /**
+     * 删除cmc聊天附件信息
+     * 
+     * @param documentId cmc聊天附件主键
+     * @return 结果
+     */
+    @Override
+    public int deleteCmcDocumentByDocumentId(String documentId)
+    {
+        return cmcDocumentMapper.deleteCmcDocumentByDocumentId(documentId);
+    }
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/llm/service/impl/CmcTopicServiceImpl.java

@@ -0,0 +1,96 @@
+package com.ruoyi.llm.service.impl;
+
+import com.ruoyi.common.utils.DateUtils;
+import com.ruoyi.llm.domain.CmcTopic;
+import com.ruoyi.llm.mapper.CmcTopicMapper;
+import com.ruoyi.llm.service.ICmcTopicService;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+
+/**
+ * cmc聊天主题Service业务层处理
+ * 
+ * @author cmc
+ * @date 2025-04-08
+ */
+@Service
+public class CmcTopicServiceImpl implements ICmcTopicService 
+{
+    @Autowired
+    private CmcTopicMapper cmcTopicMapper;
+
+    /**
+     * 查询cmc聊天主题
+     * 
+     * @param topicId cmc聊天主题主键
+     * @return cmc聊天主题
+     */
+    @Override
+    public CmcTopic selectCmcTopicByTopicId(String topicId)
+    {
+        return cmcTopicMapper.selectCmcTopicByTopicId(topicId);
+    }
+
+    /**
+     * 查询cmc聊天主题列表
+     * 
+     * @param cmcTopic cmc聊天主题
+     * @return cmc聊天主题
+     */
+    @Override
+    public List<CmcTopic> selectCmcTopicList(CmcTopic cmcTopic)
+    {
+        return cmcTopicMapper.selectCmcTopicList(cmcTopic);
+    }
+
+    /**
+     * 新增cmc聊天主题
+     * 
+     * @param cmcTopic cmc聊天主题
+     * @return 结果
+     */
+    @Override
+    public int insertCmcTopic(CmcTopic cmcTopic)
+    {
+        cmcTopic.setCreateTime(DateUtils.getNowDate());
+        return cmcTopicMapper.insertCmcTopic(cmcTopic);
+    }
+
+    /**
+     * 修改cmc聊天主题
+     * 
+     * @param cmcTopic cmc聊天主题
+     * @return 结果
+     */
+    @Override
+    public int updateCmcTopic(CmcTopic cmcTopic)
+    {
+        return cmcTopicMapper.updateCmcTopic(cmcTopic);
+    }
+
+    /**
+     * 批量删除cmc聊天主题
+     * 
+     * @param topicIds 需要删除的cmc聊天主题主键
+     * @return 结果
+     */
+    @Override
+    public int deleteCmcTopicByTopicIds(String[] topicIds)
+    {
+        return cmcTopicMapper.deleteCmcTopicByTopicIds(topicIds);
+    }
+
+    /**
+     * 删除cmc聊天主题信息
+     * 
+     * @param topicId cmc聊天主题主键
+     * @return 结果
+     */
+    @Override
+    public int deleteCmcTopicByTopicId(String topicId)
+    {
+        return cmcTopicMapper.deleteCmcTopicByTopicId(topicId);
+    }
+}

oa-back/ruoyi-system/src/main/java/com/ruoyi/system/domain/TreeSelectNew.java

@@ -58,6 +58,8 @@ public class TreeSelectNew implements Serializable
         SysUser dispatch = new SysUser();
         dispatch.setStatus("0");
         List<SysUser> dispatchList = userPostMapper.selectDispatch(dispatch);
+        dispatch.setStatus("3");
+        dispatchList.addAll(userPostMapper.selectDispatch(dispatch));
         if (dept.getDeptId() == 101L) {
             list.addAll(dsSecretaryList);
         }

oa-back/ruoyi-system/src/main/resources/mapper/llm/CmcAgentMapper.xml

@@ -0,0 +1,69 @@
+<?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="com.ruoyi.llm.mapper.CmcAgentMapper">
+    
+    <resultMap type="CmcAgent" id="CmcAgentResult">
+        <result property="agentId"    column="agent_id"    />
+        <result property="agentName"    column="agent_name"    />
+        <result property="description"    column="description"    />
+        <result property="createBy"    column="create_by"    />
+        <result property="createTime"    column="create_time"    />
+    </resultMap>
+
+    <sql id="selectCmcAgentVo">
+        select agent_id, agent_name, description, create_by, create_time from cmc_agent
+    </sql>
+
+    <select id="selectCmcAgentList" parameterType="CmcAgent" resultMap="CmcAgentResult">
+        <include refid="selectCmcAgentVo"/>
+        <where>  
+            <if test="agentName != null  and agentName != ''"> and agent_name like concat('%', #{agentName}, '%')</if>
+            <if test="description != null  and description != ''"> and description = #{description}</if>
+        </where>
+    </select>
+    
+    <select id="selectCmcAgentByAgentId" parameterType="Integer" resultMap="CmcAgentResult">
+        <include refid="selectCmcAgentVo"/>
+        where agent_id = #{agentId}
+    </select>
+
+    <insert id="insertCmcAgent" parameterType="CmcAgent" useGeneratedKeys="true" keyProperty="agentId">
+        insert into cmc_agent
+        <trim prefix="(" suffix=")" suffixOverrides=",">
+            <if test="agentName != null">agent_name,</if>
+            <if test="description != null">description,</if>
+            <if test="createBy != null">create_by,</if>
+            <if test="createTime != null">create_time,</if>
+         </trim>
+        <trim prefix="values (" suffix=")" suffixOverrides=",">
+            <if test="agentName != null">#{agentName},</if>
+            <if test="description != null">#{description},</if>
+            <if test="createBy != null">#{createBy},</if>
+            <if test="createTime != null">#{createTime},</if>
+         </trim>
+    </insert>
+
+    <update id="updateCmcAgent" parameterType="CmcAgent">
+        update cmc_agent
+        <trim prefix="SET" suffixOverrides=",">
+            <if test="agentName != null">agent_name = #{agentName},</if>
+            <if test="description != null">description = #{description},</if>
+            <if test="createBy != null">create_by = #{createBy},</if>
+            <if test="createTime != null">create_time = #{createTime},</if>
+        </trim>
+        where agent_id = #{agentId}
+    </update>
+
+    <delete id="deleteCmcAgentByAgentId" parameterType="Integer">
+        delete from cmc_agent where agent_id = #{agentId}
+    </delete>
+
+    <delete id="deleteCmcAgentByAgentIds" parameterType="String">
+        delete from cmc_agent where agent_id in 
+        <foreach item="agentId" collection="array" open="(" separator="," close=")">
+            #{agentId}
+        </foreach>
+    </delete>
+</mapper>

oa-back/ruoyi-system/src/main/resources/mapper/llm/CmcChatMapper.xml

@@ -0,0 +1,83 @@
+<?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="com.ruoyi.llm.mapper.CmcChatMapper">
+    
+    <resultMap type="CmcChat" id="CmcChatResult">
+        <result property="chatId"    column="chat_id"    />
+        <result property="topicId"    column="topic_id"    />
+        <result property="userId"    column="user_id"    />
+        <result property="input"    column="input"    />
+        <result property="inputTime"    column="input_time"    />
+        <result property="output"    column="output"    />
+        <result property="outputTime"    column="output_time"    />
+    </resultMap>
+
+    <sql id="selectCmcChatVo">
+        select chat_id, topic_id, user_id, input, input_time, output, output_time from cmc_chat
+    </sql>
+
+    <select id="selectCmcChatList" parameterType="CmcChat" resultMap="CmcChatResult">
+        <include refid="selectCmcChatVo"/>
+        <where>  
+            <if test="topicId != null  and topicId != ''"> and topic_id = #{topicId}</if>
+            <if test="userId != null "> and user_id = #{userId}</if>
+            <if test="input != null  and input != ''"> and input = #{input}</if>
+            <if test="inputTime != null "> and input_time = #{inputTime}</if>
+            <if test="output != null  and output != ''"> and output = #{output}</if>
+            <if test="outputTime != null "> and output_time = #{outputTime}</if>
+        </where>
+    </select>
+    
+    <select id="selectCmcChatByChatId" parameterType="String" resultMap="CmcChatResult">
+        <include refid="selectCmcChatVo"/>
+        where chat_id = #{chatId}
+    </select>
+
+    <insert id="insertCmcChat" parameterType="CmcChat">
+        insert into cmc_chat
+        <trim prefix="(" suffix=")" suffixOverrides=",">
+            <if test="chatId != null">chat_id,</if>
+            <if test="topicId != null">topic_id,</if>
+            <if test="userId != null">user_id,</if>
+            <if test="input != null">input,</if>
+            <if test="inputTime != null">input_time,</if>
+            <if test="output != null">output,</if>
+            <if test="outputTime != null">output_time,</if>
+         </trim>
+        <trim prefix="values (" suffix=")" suffixOverrides=",">
+            <if test="chatId != null">#{chatId},</if>
+            <if test="topicId != null">#{topicId},</if>
+            <if test="userId != null">#{userId},</if>
+            <if test="input != null">#{input},</if>
+            <if test="inputTime != null">#{inputTime},</if>
+            <if test="output != null">#{output},</if>
+            <if test="outputTime != null">#{outputTime},</if>
+         </trim>
+    </insert>
+
+    <update id="updateCmcChat" parameterType="CmcChat">
+        update cmc_chat
+        <trim prefix="SET" suffixOverrides=",">
+            <if test="topicId != null">topic_id = #{topicId},</if>
+            <if test="userId != null">user_id = #{userId},</if>
+            <if test="input != null">input = #{input},</if>
+            <if test="inputTime != null">input_time = #{inputTime},</if>
+            <if test="output != null">output = #{output},</if>
+            <if test="outputTime != null">output_time = #{outputTime},</if>
+        </trim>
+        where chat_id = #{chatId}
+    </update>
+
+    <delete id="deleteCmcChatByChatId" parameterType="String">
+        delete from cmc_chat where chat_id = #{chatId}
+    </delete>
+
+    <delete id="deleteCmcChatByChatIds" parameterType="String">
+        delete from cmc_chat where chat_id in 
+        <foreach item="chatId" collection="array" open="(" separator="," close=")">
+            #{chatId}
+        </foreach>
+    </delete>
+</mapper>

oa-back/ruoyi-system/src/main/resources/mapper/llm/CmcDocumentMapper.xml

@@ -0,0 +1,63 @@
+<?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="com.ruoyi.llm.mapper.CmcDocumentMapper">
+    
+    <resultMap type="CmcDocument" id="CmcDocumentResult">
+        <result property="documentId"    column="document_id"    />
+        <result property="chatId"    column="chat_id"    />
+        <result property="path"    column="path"    />
+    </resultMap>
+
+    <sql id="selectCmcDocumentVo">
+        select document_id, chat_id, path from cmc_document
+    </sql>
+
+    <select id="selectCmcDocumentList" parameterType="CmcDocument" resultMap="CmcDocumentResult">
+        <include refid="selectCmcDocumentVo"/>
+        <where>  
+            <if test="chatId != null  and chatId != ''"> and chat_id = #{chatId}</if>
+            <if test="path != null  and path != ''"> and path = #{path}</if>
+        </where>
+    </select>
+    
+    <select id="selectCmcDocumentByDocumentId" parameterType="String" resultMap="CmcDocumentResult">
+        <include refid="selectCmcDocumentVo"/>
+        where document_id = #{documentId}
+    </select>
+
+    <insert id="insertCmcDocument" parameterType="CmcDocument">
+        insert into cmc_document
+        <trim prefix="(" suffix=")" suffixOverrides=",">
+            <if test="documentId != null">document_id,</if>
+            <if test="chatId != null">chat_id,</if>
+            <if test="path != null">path,</if>
+         </trim>
+        <trim prefix="values (" suffix=")" suffixOverrides=",">
+            <if test="documentId != null">#{documentId},</if>
+            <if test="chatId != null">#{chatId},</if>
+            <if test="path != null">#{path},</if>
+         </trim>
+    </insert>
+
+    <update id="updateCmcDocument" parameterType="CmcDocument">
+        update cmc_document
+        <trim prefix="SET" suffixOverrides=",">
+            <if test="chatId != null">chat_id = #{chatId},</if>
+            <if test="path != null">path = #{path},</if>
+        </trim>
+        where document_id = #{documentId}
+    </update>
+
+    <delete id="deleteCmcDocumentByDocumentId" parameterType="String">
+        delete from cmc_document where document_id = #{documentId}
+    </delete>
+
+    <delete id="deleteCmcDocumentByDocumentIds" parameterType="String">
+        delete from cmc_document where document_id in 
+        <foreach item="documentId" collection="array" open="(" separator="," close=")">
+            #{documentId}
+        </foreach>
+    </delete>
+</mapper>

oa-back/ruoyi-system/src/main/resources/mapper/llm/CmcTopicMapper.xml

@@ -0,0 +1,68 @@
+<?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="com.ruoyi.llm.mapper.CmcTopicMapper">
+    
+    <resultMap type="CmcTopic" id="CmcTopicResult">
+        <result property="topicId"    column="topic_id"    />
+        <result property="topic"    column="topic"    />
+        <result property="agentId"    column="agent_id"    />
+        <result property="createTime"    column="create_time"    />
+    </resultMap>
+
+    <sql id="selectCmcTopicVo">
+        select topic_id, topic, agent_id, create_time from cmc_topic
+    </sql>
+
+    <select id="selectCmcTopicList" parameterType="CmcTopic" resultMap="CmcTopicResult">
+        <include refid="selectCmcTopicVo"/>
+        <where>  
+            <if test="topic != null  and topic != ''"> and topic = #{topic}</if>
+            <if test="agentId != null "> and agent_id = #{agentId}</if>
+        </where>
+        order by create_time desc
+    </select>
+    
+    <select id="selectCmcTopicByTopicId" parameterType="String" resultMap="CmcTopicResult">
+        <include refid="selectCmcTopicVo"/>
+        where topic_id = #{topicId}
+    </select>
+
+    <insert id="insertCmcTopic" parameterType="CmcTopic">
+        insert into cmc_topic
+        <trim prefix="(" suffix=")" suffixOverrides=",">
+            <if test="topicId != null">topic_id,</if>
+            <if test="topic != null">topic,</if>
+            <if test="agentId != null">agent_id,</if>
+            <if test="createTime != null">create_time,</if>
+         </trim>
+        <trim prefix="values (" suffix=")" suffixOverrides=",">
+            <if test="topicId != null">#{topicId},</if>
+            <if test="topic != null">#{topic},</if>
+            <if test="agentId != null">#{agentId},</if>
+            <if test="createTime != null">#{createTime},</if>
+         </trim>
+    </insert>
+
+    <update id="updateCmcTopic" parameterType="CmcTopic">
+        update cmc_topic
+        <trim prefix="SET" suffixOverrides=",">
+            <if test="topic != null">topic = #{topic},</if>
+            <if test="agentId != null">agent_id = #{agentId},</if>
+            <if test="createTime != null">create_time = #{createTime},</if>
+        </trim>
+        where topic_id = #{topicId}
+    </update>
+
+    <delete id="deleteCmcTopicByTopicId" parameterType="String">
+        delete from cmc_topic where topic_id = #{topicId}
+    </delete>
+
+    <delete id="deleteCmcTopicByTopicIds" parameterType="String">
+        delete from cmc_topic where topic_id in 
+        <foreach item="topicId" collection="array" open="(" separator="," close=")">
+            #{topicId}
+        </foreach>
+    </delete>
+</mapper>

oa-ui/src/api/llm/agent.js

@@ -0,0 +1,114 @@
+/*
+ * @Author: wrh
+ * @Date: 2025-07-17 18:06:24
+ * @LastEditors: wrh
+ * @LastEditTime: 2025-09-02 16:43:25
+ */
+import request from '@/utils/request'
+
+// 查询智能体列表
+export function listAgent(query) {
+  return request({
+    url: '/llm/agent/list',
+    method: 'get',
+    params: query
+  })
+}
+
+// 查询智能体详细
+export function getAgent(agentId) {
+  return request({
+    url: '/llm/agent/' + agentId,
+    method: 'get'
+  })
+}
+
+// 新增智能体
+export function addAgent(data) {
+  return request({
+    url: '/llm/agent',
+    method: 'post',
+    data: data
+  })
+}
+
+// 修改智能体
+export function updateAgent(data) {
+  return request({
+    url: '/llm/agent',
+    method: 'put',
+    data: data
+  })
+}
+
+// 删除智能体
+export function delAgent(agentId) {
+  return request({
+    url: '/llm/agent/' + agentId,
+    method: 'delete'
+  })
+}
+
+// 上传单文件
+export function uploadFile(file, agentName) {
+  const formData = new FormData()
+  formData.append('file', file)
+  formData.append('agentName', agentName)
+  return request({
+    url: '/llm/agent/upload',
+    method: 'post',
+    data: formData,
+    headers: {
+      'Content-Type': 'multipart/form-data'
+    }
+  })
+}
+
+// 上传单文件
+export function uploadModifyFile(file, agentName) {
+  const formData = new FormData()
+  formData.append('file', file)
+  formData.append('agentName', agentName)
+  return request({
+    url: '/llm/agent/modifyFile',
+    method: 'post',
+    data: formData,
+    headers: {
+      'Content-Type': 'multipart/form-data'
+    }
+  })
+}
+
+// 上传多文件
+export function uploadFileList(fileList, agentName) {
+  const formData = new FormData()
+  for (let f of fileList) {
+    formData.append('fileList', f)
+  }
+  formData.append('agentName', agentName)
+  return request({
+    url: '/llm/agent/uploadList',
+    method: 'post',
+    data: formData,
+    headers: {
+      'Content-Type': 'multipart/form-data'
+    }
+  })
+}
+
+// 获取上传进度
+export function getProcessValue() {
+  return request({
+    url: '/llm/agent/getProcess',
+    method: 'get'
+  })
+}
+
+//获取开场白, agentName：智能体名称
+export function opening(agentName) {
+  return request({
+    url: '/llm/agent/opening',
+    method: 'get',
+    params: { agentName }
+  })
+}

oa-ui/src/api/llm/chat.js

@@ -0,0 +1,50 @@
+/*
+ * @Author: wrh
+ * @Date: 2025-04-08 14:23:04
+ * @LastEditors: wrh
+ * @LastEditTime: 2025-04-08 14:36:25
+ */
+import request from '@/utils/request'
+
+// 查询cmc聊天记录列表
+export function listChat(query) {
+  return request({
+    url: '/llm/chat/list',
+    method: 'get',
+    params: query
+  })
+}
+
+// 查询cmc聊天记录详细
+export function getChat(chatId) {
+  return request({
+    url: '/llm/chat/' + chatId,
+    method: 'get'
+  })
+}
+
+// 新增cmc聊天记录
+export function addChat(data) {
+  return request({
+    url: '/llm/chat',
+    method: 'post',
+    data: data
+  })
+}
+
+// 修改cmc聊天记录
+export function updateChat(data) {
+  return request({
+    url: '/llm/chat',
+    method: 'put',
+    data: data
+  })
+}
+
+// 删除cmc聊天记录
+export function delChat(chatId) {
+  return request({
+    url: '/llm/chat/' + chatId,
+    method: 'delete'
+  })
+}

oa-ui/src/api/llm/document.js

@@ -0,0 +1,67 @@
+/*
+ * @Author: ysh
+ * @Date: 2025-06-13 10:35:45
+ * @LastEditors: wrh
+ * @LastEditTime: 2025-07-29 17:48:55
+ */
+import request from '@/utils/request'
+
+// 查询cmc聊天附件列表
+export function listDocument(query) {
+  return request({
+    url: '/llm/document/list',
+    method: 'get',
+    params: query
+  })
+}
+
+// 查询cmc聊天附件详细
+export function getDocument(documentId) {
+  return request({
+    url: '/llm/document/' + documentId,
+    method: 'get'
+  })
+}
+
+// 新增cmc聊天附件
+export function addDocument(data) {
+  return request({
+    url: '/llm/document',
+    method: 'post',
+    data: data
+  })
+}
+
+// 修改cmc聊天附件
+export function updateDocument(data) {
+  return request({
+    url: '/llm/document',
+    method: 'put',
+    data: data
+  })
+}
+
+// 删除cmc聊天附件
+export function delDocument(documentId) {
+  return request({
+    url: '/llm/document/' + documentId,
+    method: 'delete'
+  })
+}
+
+
+// 上传聊天外部文件
+export function uploadDocument(fileList) {
+  const formData = new FormData()
+  for (let f of fileList) {
+    formData.append('fileList', f)
+  }
+  return request({
+    url: '/llm/document/upload',
+    method: 'post',
+    data: formData,
+    headers: {
+      'Content-Type': 'multipart/form-data'
+    }
+  })
+}

oa-ui/src/api/llm/knowLedge.js

@@ -0,0 +1,94 @@
+/*
+ * @Author: ysh
+ * @Date: 2025-06-30 09:56:10
+ * @LastEditors: wrh
+ * @LastEditTime: 2025-07-18 15:40:00
+ */
+import request from '@/utils/request'
+
+// 查询知识库列表
+export function listKnowledge() {
+  return request({
+    url: '/llm/knowledge/list',
+    method: 'get',
+  })
+}
+
+// 获取上传进度
+export function getProcessValue() {
+  return request({
+    url: '/llm/knowledge/getProcess',
+    method: 'get'
+  })
+}
+
+// 根据collectionName查询知识库列表
+export function listKnowLedgeByCollectionName(collectionName) {
+  return request({
+    url: '/llm/knowledge/listByName',
+    method: 'get',
+    params: collectionName
+  })
+}
+
+// 新增知识库
+export function addKnowledge(collectionName, description) {
+  return request({
+    url: '/llm/knowledge/create',
+    method: 'post',
+    params: { collectionName, description }
+  })
+}
+
+// 修改知识库
+export function updateKnowledge(collectionName, newCollectionName) {
+  return request({
+    url: '/llm/knowledge/modify',
+    method: 'post',
+    params: { collectionName, newCollectionName }
+  })
+}
+
+// 删除知识库
+export function delKnowledge(collectionName) {
+  return request({
+    url: '/llm/knowledge/remove',
+    method: 'delete',
+    params: { collectionName }
+  })
+}
+
+// 插入知识库文件
+export function insertKnowledgeFile(fileList, collectionName) {
+  const formData = new FormData()
+  for(let f of fileList){
+    formData.append('fileList', f)
+  }
+  formData.append('collectionName', collectionName)
+  return request({
+    url: '/llm/knowledge/insertDocument',
+    method: 'post',
+    data: formData,
+    headers: {
+      'Content-Type': 'multipart/form-data'
+    }
+  })
+}
+
+// 查看知识库文件
+export function listKnowledgeDocument(collectionName, fileType) {
+  return request({
+    url: '/llm/knowledge/listDocument',
+    method: 'get',
+    params: { collectionName, fileType }
+  })
+}
+
+// 删除知识库文件
+export function deleteKnowledgeFile(fileName,collectionName) {
+  return request({
+    url: '/llm/knowledge/removeDocument',
+    method: 'delete',
+    params: { fileName, collectionName }
+  })
+}

oa-ui/src/api/llm/mcp.js

@@ -0,0 +1,16 @@
+/*
+ * @Author: ysh
+ * @Date: 2025-07-25 14:52:22
+ * @LastEditors: wrh
+ * @LastEditTime: 2025-07-28 09:48:43
+ */
+import request from '@/utils/request'
+
+// 同步回答
+export function answer(query) {
+  return request({
+    url: '/llm/mcp/answer',
+    method: 'get',
+    params: query
+  })
+}

oa-ui/src/api/llm/rag.js

@@ -0,0 +1,189 @@
+/*
+ * @Author: ysh
+ * @Date: 2025-07-08 16:43:22
+ * @LastEditors: Please set LastEditors
+ * @LastEditTime: 2025-07-16 15:49:45
+ */
+import request from '@/utils/request'
+import { getToken } from '@/utils/auth'
+
+// 查询cmc聊天记录列表
+export function getAnswer(question, collectionName) {
+  return request({
+    url: '/llm/rag/answer',
+    method: 'get',
+    params: { question, collectionName }
+  })
+}
+
+// 查询上下文引用文件
+export function getContextFile(question, collectionName) {
+  return request({
+    url: '/llm/rag/context',
+    method: 'get',
+    params: { question, collectionName }
+  })
+}
+
+// 流式回答API - 使用fetch API处理流式响应
+export function getAnswerStream(question, collectionName, onMessage, onError, onComplete) {
+  const baseURL = process.env.VUE_APP_BASE_API
+  const url = `${baseURL}/llm/rag/answer?question=${encodeURIComponent(question)}&collectionName=${encodeURIComponent(collectionName)}`
+
+  const controller = new AbortController()
+
+  fetch(url, {
+    method: 'GET',
+    headers: {
+      'Authorization': 'Bearer ' + getToken(),
+      'Accept': 'application/json, text/event-stream',
+      'Cache-Control': 'no-cache'
+    },
+    signal: controller.signal
+  }).then(response => {
+    if (!response.ok) {
+      throw new Error(`HTTP error! status: ${response.status}`)
+    }
+
+    const reader = response.body.getReader()
+    const decoder = new TextDecoder()
+    let buffer = ''
+
+    function readStream() {
+      return reader.read().then(({ done, value }) => {
+        if (done) {
+          console.log('=== 流式读取完成 ===')
+          // 处理缓冲区中剩余的数据
+          if (buffer.trim()) {
+            console.log('=== 处理剩余缓冲区数据 ===', buffer)
+            const lines = buffer.split(/\r?\n/)
+            lines.forEach(line => {
+              line = line.trim()
+              if (!line || line.startsWith(':')) return
+
+              console.log('处理剩余数据行:', line)
+
+              // 尝试提取JSON数据
+              let jsonData = null
+
+              if (line.startsWith('data: ')) {
+                try {
+                  jsonData = JSON.parse(line.slice(6))
+                  console.log('解析的剩余SSE数据:', jsonData)
+                } catch (error) {
+                  console.error('解析剩余SSE数据失败:', error, line)
+                }
+              } else if (line.startsWith('data:')) {
+                try {
+                  jsonData = JSON.parse(line.slice(5))
+                  console.log('解析的剩余SSE数据(无空格):', jsonData)
+                } catch (error) {
+                  console.error('解析剩余SSE数据失败(无空格):', error, line)
+                }
+              } else {
+                try {
+                  jsonData = JSON.parse(line)
+                  console.log('解析的剩余JSON数据:', jsonData)
+                } catch (error) {
+                  console.error('解析剩余JSON数据失败:', error, line)
+                }
+              }
+
+              // 处理解析成功的数据
+              if (jsonData) {
+                console.log('=== 解析成功的剩余数据 ===', jsonData)
+
+                if (jsonData.resultContent) {
+                  console.log('=== 准备发送剩余resultContent ===', jsonData.resultContent)
+                  onMessage(jsonData.resultContent)
+                } else if (typeof jsonData === 'string') {
+                  console.log('=== 准备发送剩余字符串 ===', jsonData)
+                  onMessage(jsonData)
+                } else {
+                  console.log('=== 剩余数据格式不匹配，跳过content字段 ===', jsonData)
+                }
+              }
+            })
+          }
+
+          onComplete()
+          return
+        }
+
+        const chunk = decoder.decode(value, { stream: true })
+        console.log('接收到原始数据块:', chunk)
+        buffer += chunk
+
+        // 处理可能包含\r\n的情况
+        const lines = buffer.split(/\r?\n/)
+
+        // 保留最后一行，因为它可能不完整
+        buffer = lines.pop() || ''
+
+        console.log('处理的行数:', lines.length)
+        lines.forEach(line => {
+          line = line.trim()
+          if (!line || line.startsWith(':')) return
+
+          console.log('处理数据行:', line)
+
+          // 尝试提取JSON数据
+          let jsonData = null
+
+          if (line.startsWith('data: ')) {
+            try {
+              jsonData = JSON.parse(line.slice(6))
+              console.log('解析的SSE数据:', jsonData)
+            } catch (error) {
+              console.error('解析SSE数据失败:', error, line)
+            }
+          } else if (line.startsWith('data:')) {
+            try {
+              jsonData = JSON.parse(line.slice(5))
+              console.log('解析的SSE数据(无空格):', jsonData)
+            } catch (error) {
+              console.error('解析SSE数据失败(无空格):', error, line)
+            }
+          } else {
+            try {
+              jsonData = JSON.parse(line)
+              console.log('解析的JSON数据:', jsonData)
+            } catch (error) {
+              console.error('解析JSON数据失败:', error, line)
+            }
+          }
+
+          // 处理解析成功的数据
+          if (jsonData) {
+            console.log('=== 解析成功的数据 ===', jsonData)
+
+            if (jsonData.resultContent) {
+              console.log('=== 准备发送resultContent ===', jsonData.resultContent)
+              onMessage(jsonData.resultContent)
+            } else if (typeof jsonData === 'string') {
+              console.log('=== 准备发送字符串 ===', jsonData)
+              onMessage(jsonData)
+            } else {
+              console.log('=== 数据格式不匹配，跳过content字段 ===', jsonData)
+            }
+          }
+        })
+
+        return readStream()
+      })
+    }
+
+    return readStream()
+  })
+    .catch(error => {
+      if (error.name === 'AbortError') {
+        console.log('请求被取消')
+        return
+      }
+      console.error('流式请求错误:', error)
+      onError(new Error('网络连接失败，请检查网络连接后重试'))
+    })
+
+  // 返回controller以便外部可以取消请求
+  return controller
+}

oa-ui/src/api/llm/session.js

@@ -0,0 +1,25 @@
+/*
+ * @Author: wrh
+ * @Date: 2025-04-08 14:23:04
+ * @LastEditors: Please set LastEditors
+ * @LastEditTime: 2025-07-22 15:42:04
+ */
+import request from '@/utils/request'
+
+// 查询cmc聊天记录详细
+export function getAnswer(question) {
+  return request({
+    url: '/llm/session/answer',
+    method: 'get',
+    params: question
+  })
+}
+
+// 查询cmc聊天记录详细
+export function getAnswerWithDocument(question) {
+  return request({
+    url: '/llm/session/answerWithDocument',
+    method: 'get',
+    params: question
+  })
+}

oa-ui/src/api/llm/topic.js

@@ -0,0 +1,44 @@
+import request from '@/utils/request'
+
+// 查询cmc聊天主题列表
+export function listTopic(query) {
+  return request({
+    url: '/llm/topic/list',
+    method: 'get',
+    params: query
+  })
+}
+
+// 查询cmc聊天主题详细
+export function getTopic(topicId) {
+  return request({
+    url: '/llm/topic/' + topicId,
+    method: 'get'
+  })
+}
+
+// 新增cmc聊天主题
+export function addTopic(data) {
+  return request({
+    url: '/llm/topic',
+    method: 'post',
+    data: data
+  })
+}
+
+// 修改cmc聊天主题
+export function updateTopic(data) {
+  return request({
+    url: '/llm/topic',
+    method: 'put',
+    data: data
+  })
+}
+
+// 删除cmc聊天主题
+export function delTopic(topicId) {
+  return request({
+    url: '/llm/topic/' + topicId,
+    method: 'delete'
+  })
+}

oa-ui/src/assets/icons/svg/robot.svg

@@ -0,0 +1 @@
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oa-ui/src/views/flowable/form/budget/adjust/components/InnerStaffCost.vue

@@ -7,8 +7,8 @@
         <td style="min-width:80px;">姓名</td>
         <td style="min-width:80px;">人员成本（天）</td>
         <td style="min-width:80px;">预算天数</td>
-        <td style="min-width:80px;">固定成本合计</td>
-        <td style="min-width:80px;">绩效成本合计</td>
+        <td style="min-width:80px;">固定成本小计</td>
+        <td style="min-width:80px;">绩效成本小计</td>
         <td style="width:120px;min-width:80px;">预算金额</td>
         <td class="adjust" style="width:120px;min-width:80px;">核算固定成本</td>
         <td class="adjust" style="width:120px;min-width:80px;">核算天数</td>

oa-ui/src/views/flowable/form/budget/adjust/components/OuterStaffCost.vue

@@ -8,8 +8,8 @@
         <td style="min-width:80px;">人员成本（天）</td>
         <td style="min-width:80px;">预算天数</td>
         <td style="min-width:80px;">预算系数</td>
-        <td style="min-width:100px;">固定成本合计</td>
-        <td style="min-width:100px;">绩效成本合计</td>
+        <td style="min-width:100px;">固定成本小计</td>
+        <td style="min-width:100px;">绩效成本小计</td>
         <td style="width:120px;min-width:80px;">预算金额</td>
         <td class="adjust" style="width:120px;min-width:80px;">核算天数</td>
         <td class="adjust" style="width:120px;min-width:80px;">核算系数</td>

oa-ui/src/views/flowable/form/budget/adjust/newBudgetInfo.vue

@@ -122,8 +122,8 @@
             <td>姓名</td>
             <td>固定成本（天）</td>
             <td style="width:120px">预算天数</td>
-            <td>固定成本合计</td>
-            <td>绩效成本合计</td>
+            <td>固定成本小计</td>
+            <td>绩效成本小计</td>
             <td style="width:120px">金额</td>
             <td style="width:120px">备注</td>
           </tr>
@@ -169,8 +169,8 @@
             <td>单价</td>
             <td style="width:120px">预算天数</td>
             <td>预算系数</td>
-            <td>固定成本合计</td>
-            <td>绩效成本合计</td>
+            <td>固定成本小计</td>
+            <td>绩效成本小计</td>
             <td style="width:120px">金额</td>
             <td style="width:120px">备注</td>
           </tr>

oa-ui/src/views/flowable/form/oa/recruitForm.vue

@@ -1,8 +1,8 @@
 <!--
  * @Author: ysh
  * @Date: 2025-08-18 10:59:25
- * @LastEditors: Please set LastEditors
- * @LastEditTime: 2025-08-19 16:33:56
+ * @LastEditors: wrh
+ * @LastEditTime: 2025-11-19 14:01:20
 -->
 <template>
   <div>
@@ -45,17 +45,17 @@
                 <el-button type="primary" size="mini" @click="openProject = true"
                   v-if="taskName == '招聘申请'">选择项目</el-button>
                 <el-descriptions border v-if="isSelect" style="margin-top: 10px;" :column="1">
-                  <el-descriptions-item label="项目编号" label-class-name="my-label">{{ chooseProject.projectNumber
+                  <el-descriptions-item label="项目编号" label-class-name="my-label">{{ chooseProject ? chooseProject.projectNumber : ""
                     }}</el-descriptions-item>
-                  <el-descriptions-item label="项目名称" label-class-name="my-label">{{ chooseProject.projectName
+                  <el-descriptions-item label="项目名称" label-class-name="my-label">{{ chooseProject ? chooseProject.projectName : ""
                     }}</el-descriptions-item>
-                  <el-descriptions-item label="项目负责人" label-class-name="my-label">{{ chooseProject.projectLeaderUser ?
-                    chooseProject.projectLeaderUser.nickName : ''
+                  <el-descriptions-item label="项目负责人" label-class-name="my-label">{{ chooseProject ? (chooseProject.projectLeaderUser ?
+                    chooseProject.projectLeaderUser.nickName : '') : ""
                     }}</el-descriptions-item>
                   <el-descriptions-item label="承担部门" label-class-name="my-label">
                     <el-tag size="small">{{ chooseProject.undertakingDeptName }}</el-tag>
                   </el-descriptions-item>
-                  <el-descriptions-item label="项目类型" label-class-name="my-label">{{ chooseProject.projectType
+                  <el-descriptions-item label="项目类型" label-class-name="my-label">{{ chooseProject ? chooseProject.projectType : ""
                     }}</el-descriptions-item>
                 </el-descriptions>
               </el-form-item>

oa-ui/src/views/llm/agent/index.vue

@@ -0,0 +1,479 @@
+<!--
+ * @Author: ysh
+ * @Date: 2025-07-17 18:16:50
+ * @LastEditors: wrh
+ * @LastEditTime: 2025-11-19 16:26:10
+-->
+<template>
+  <div class="app-container">
+    <div class="main-content">
+      <!-- 左侧智能体列表 -->
+      <div class="left-panel">
+        <div class="panel-header">
+          <h3>智能体列表</h3>
+          <span class="agent-count">{{ agentList.length }} 个智能体</span>
+          <el-button type="primary" size="small" @click="openAddDialog" icon="el-icon-plus">
+            新增智能体
+          </el-button>
+        </div>
+
+        <!-- 搜索框 -->
+        <div class="search-box">
+          <el-input v-model="queryParams.agentName" placeholder="请输入智能体名称" clearable @clear="handleQuery"
+            @keyup.enter="handleQuery">
+            <span slot="append">
+              <el-button @click="handleQuery" icon="el-icon-search">
+              </el-button>
+            </span>
+          </el-input>
+        </div>
+
+        <!-- 智能体列表 -->
+        <div class="agent-cards" v-loading="loading">
+          <div v-for="agent in agentList" :key="agent.agentId" class="agent-card"
+            :class="{ 'active': selectedAgentId === agent.agentId }" @click="selectAgent(agent)">
+            <div class="card-header">
+              <div class="card-title">
+                <i class="el-icon-folder folder-icon"></i>
+                <span class="title-text">{{ agent.agentName }}</span>
+              </div>
+              <div class="card-actions">
+                <el-dropdown @command="handleCommand" trigger="click">
+                  <el-button type="text" size="small" icon="el-icon-more">
+                  </el-button>
+                  <span slot="dropdown">
+                    <el-dropdown-menu>
+                      <el-dropdown-item :command="{ action: 'edit', agent }">编辑</el-dropdown-item>
+                      <el-dropdown-item :command="{ action: 'delete', agent }" divided>删除</el-dropdown-item>
+                    </el-dropdown-menu>
+                  </span>
+                </el-dropdown>
+              </div>
+            </div>
+            <div class="card-content">
+              <p class="description">{{ agent.description || '暂无描述' }}</p>
+              <div class="meta-info">
+                <span class="create-time">{{ agent.createTime }}</span>
+              </div>
+            </div>
+          </div>
+
+
+          <!-- 空状态 -->
+          <div v-if="agentList.length === 0 && !loading" class="empty-state">
+            <i class="el-icon-folder-opened empty-icon"></i>
+            <p>暂无智能体</p>
+            <el-button type="primary" @click="openAddDialog">创建第一个智能体</el-button>
+          </div>
+        </div>
+      </div>
+
+      <!-- 右侧详细内容 -->
+      <div class="agent-detail">
+        <AgentDetail :agent-id="selectedAgentId" />
+      </div>
+
+      <el-dialog :visible.sync="agentDialogVisible" :title="dialogTitle" width="500px" @close="resetForm">
+        <el-form ref="ruleForm" :model="form" :rules="rules" label-width="80px">
+          <el-form-item label="智能体名称" prop="agentName">
+            <el-input v-model="form.agentName" placeholder="请输入智能体名称" maxlength="20" show-word-limit />
+          </el-form-item>
+          <el-form-item label="描述" prop="description">
+            <el-input v-model="form.description" type="textarea" placeholder="请输入描述" :rows="2" maxlength="200"
+              show-word-limit />
+          </el-form-item>
+          <el-form-item label="角色" prop="role">
+            <el-input v-model="form.role" placeholder="请输入角色" maxlength="50" show-word-limit />
+          </el-form-item>
+          <el-form-item label="初始提示词" prop="initPrompt">
+            <el-input v-model="form.initPrompt" type="textarea" placeholder="请输入初始提示词" :rows="4" maxlength="1000"
+              show-word-limit />
+          </el-form-item>
+          <el-form-item label="模型" prop="modelName">
+            <el-select v-model="form.modelName" placeholder="请选择模型" clearable>
+              <el-option v-for="model in modelList" :key="model.name" :label="model.name" :value="model.name">
+              </el-option>
+            </el-select>
+          </el-form-item>
+        </el-form>
+        <span slot="footer" class="dialog-footer">
+          <el-button @click="closeDialog">取消</el-button>
+          <el-button type="primary" @click="submitForm">确定</el-button>
+        </span>
+      </el-dialog>
+    </div>
+  </div>
+</template>
+
+<script>
+import { Message } from 'element-ui'
+import { listAgent, addAgent, updateAgent, delAgent, opening } from '@/api/llm/agent'
+import { answer } from '@/api/llm/mcp'
+import AgentDetail from './AgentDetail.vue'
+
+export default {
+  name: 'AgentIndex',
+  components: {
+    AgentDetail
+  },
+  data() {
+    return {
+      // 响应式数据
+      loading: false,
+      agentList: [],
+      total: 0,
+      selectedAgentId: null,
+      dialogVisible: false,
+      form: {
+        agentName: '',
+        description: '',
+        avatar: '',
+        role: '',
+        initPrompt: '',
+        modelName: ''
+      },
+      rules: {
+        agentName: [{ required: true, message: '请输入智能体名称', trigger: 'blur' }],
+        description: [{ required: true, message: '请输入智能体描述', trigger: 'blur' }]
+      },
+      isEdit: false,
+      editAgentId: null,
+      open: false,
+      // 查询参数
+      queryParams: {
+        pageNum: 1,
+        pageSize: 20,
+        agentName: ''
+      },
+      // 新增智能体对话框控制变量
+      agentDialogVisible: false,
+      dialogTitle: '',
+      isModifyAgent: false,
+      // 模型列表
+      modelList: []
+    }
+  },
+  mounted() {
+    this.getList()
+  },
+  methods: {
+    // 获取智能体列表
+    getList() {
+      this.loading = true
+      listAgent(this.queryParams).then(response => {
+        this.agentList = response.rows || []
+        this.total = response.total || 0
+      }).catch(error => {
+        console.error('获取智能体列表失败:', error)
+        this.$message.error('获取智能体列表失败')
+      }).finally(() => {
+        this.loading = false
+      })
+    },
+
+    // 搜索
+    handleQuery() {
+      this.queryParams.pageNum = 1
+      this.getList()
+    },
+
+    // 选择智能体
+    selectAgent(agent) {
+      this.selectedAgentId = agent.agentId
+    },
+
+    resetForm() {
+      this.isEdit = false
+      this.editAgentId = null
+      this.form = {
+        agentName: '',
+        description: '',
+        avatar: '',
+        role: '',
+        initPrompt: '',
+        modelName: ''
+      }
+      // 如果有表单引用，重置验证
+      if (this.$refs.ruleForm) {
+        this.$refs.ruleForm.resetFields()
+      }
+    },
+
+    // 打开新增智能体对话框
+    openAddDialog() {
+      this.agentDialogVisible = true
+      this.dialogTitle = "添加智能体"
+      this.isModifyAgent = false
+      // 重置表单
+      this.resetForm()
+    },
+
+    // 关闭对话框
+    closeDialog() {
+      this.agentDialogVisible = false
+      this.resetForm()
+    },
+
+    // 提交表单
+    submitForm() {
+      this.$refs.ruleForm.validate((valid) => {
+        if (valid) {
+          this.loading = true
+          const agentForm = { ...this.form }
+          if (this.isModifyAgent) {
+            updateAgent(agentForm).then(() => {
+              this.$message.success('修改成功')
+              this.loading = false
+              this.agentDialogVisible = false
+              this.getList()
+            }).catch(() => {
+              this.loading = false
+              this.$message.error('修改失败')
+            })
+          } else {
+            addAgent(agentForm).then(() => {
+              this.$message.success('新增成功')
+              this.loading = false
+              this.agentDialogVisible = false
+              this.getList()
+            }).catch(() => {
+              this.loading = false
+              this.$message.error('新增失败')
+            })
+          }
+        }
+      })
+    },
+
+    // 操作菜单处理
+    handleCommand(command) {
+      const { action, agent } = command
+
+      if (action === 'edit') {
+        this.isEdit = true
+        this.editAgentId = agent.agentId
+        this.form = {
+          agentName: agent.agentName,
+          description: agent.description,
+          avatar: agent.avatar || '',
+          role: agent.role || '',
+          initPrompt: agent.initPrompt || '',
+          modelName: agent.modelName || ''
+        }
+        this.dialogVisible = true
+      } else if (action === 'delete') {
+        this.$confirm(
+          `确认删除智能体"${agent.agentName}"吗？`,
+          '删除确认',
+          {
+            confirmButtonText: '确认',
+            cancelButtonText: '取消',
+            type: 'warning'
+          }
+        ).then(() => {
+          return delAgent(agent.agentId)
+        }).then(() => {
+          this.$message.success('删除成功')
+
+          // 如果删除的是当前选中的智能体，清空选中状态
+          if (this.selectedAgentId === agent.agentId) {
+            this.selectedAgentId = null
+          }
+
+          this.getList()
+        }).catch(error => {
+          if (error !== 'cancel') {
+            console.error('删除智能体失败:', error)
+            this.$message.error('删除失败')
+          }
+        })
+      }
+    }
+  }
+}
+</script>
+
+<style lang="scss" scoped>
+.app-container {
+  height: 100vh;
+  display: flex;
+  flex-direction: column;
+  background: #f5f7fa;
+}
+
+.main-content {
+  flex: 1;
+  display: flex;
+  gap: 16px;
+  padding: 16px;
+  overflow: hidden;
+}
+
+.left-panel {
+  width: 400px;
+  background: white;
+  border-radius: 8px;
+  box-shadow: 0 2px 8px rgba(0, 0, 0, 0.1);
+  display: flex;
+  flex-direction: column;
+  overflow: hidden;
+}
+
+.right-panel {
+  flex: 1;
+  background: white;
+  border-radius: 8px;
+  box-shadow: 0 2px 8px rgba(0, 0, 0, 0.1);
+  display: flex;
+  flex-direction: column;
+  overflow: hidden;
+}
+
+.panel-header {
+  padding: 20px 24px;
+  border-bottom: 1px solid #e4e7ed;
+  display: flex;
+  justify-content: space-between;
+  align-items: center;
+  background: #fafbfc;
+
+  h3 {
+    margin: 0;
+    font-size: 16px;
+    font-weight: 600;
+    color: #303133;
+  }
+
+  .agent-count {
+    font-size: 12px;
+    color: #909399;
+    background: #f0f2f5;
+    padding: 4px 8px;
+    border-radius: 4px;
+  }
+
+  .search-box {
+    padding: 16px;
+    border-bottom: 1px solid #e4e4e4;
+  }
+}
+
+.agent-cards {
+  flex: 1;
+  padding: 16px;
+  overflow-y: auto;
+  display: flex;
+  flex-direction: column;
+  gap: 12px;
+}
+
+.agent-card {
+  background: white;
+  border: 1px solid #e4e7ed;
+  border-radius: 8px;
+  padding: 16px;
+  cursor: pointer;
+  transition: all 0.3s ease;
+  position: relative;
+
+  &:hover {
+    border-color: #409eff;
+    box-shadow: 0 4px 12px rgba(64, 158, 255, 0.15);
+    transform: translateY(-2px);
+  }
+
+  &.active {
+    border-color: #409eff;
+    background: #f0f9ff;
+    box-shadow: 0 4px 12px rgba(64, 158, 255, 0.2);
+  }
+
+  .card-header {
+    display: flex;
+    justify-content: space-between;
+    align-items: flex-start;
+    margin-bottom: 12px;
+
+    .card-title {
+      display: flex;
+      align-items: center;
+      gap: 8px;
+      flex: 1;
+
+      .folder-icon {
+        color: #409eff;
+        font-size: 18px;
+      }
+
+      .title-text {
+        font-weight: 600;
+        color: #303133;
+        font-size: 14px;
+        line-height: 1.4;
+      }
+    }
+
+    .card-actions {
+      opacity: 0;
+      transition: opacity 0.3s ease;
+    }
+  }
+
+  &:hover .card-actions {
+    opacity: 1;
+  }
+
+  .card-content {
+    .description {
+      color: #606266;
+      font-size: 13px;
+      line-height: 1.5;
+      margin: 0 0 12px 0;
+      display: -webkit-box;
+      -webkit-line-clamp: 2;
+      -webkit-box-orient: vertical;
+      overflow: hidden;
+    }
+
+    .meta-info {
+      display: flex;
+      justify-content: space-between;
+      align-items: center;
+      font-size: 12px;
+      color: #909399;
+
+      .create-time {
+        background: #f0f2f5;
+        padding: 2px 6px;
+        border-radius: 3px;
+      }
+    }
+  }
+}
+
+.empty-state {
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  padding: 60px 20px;
+  text-align: center;
+  color: #909399;
+
+  .empty-icon {
+    font-size: 48px;
+    margin-bottom: 16px;
+    opacity: 0.5;
+  }
+
+  p {
+    margin: 0 0 16px 0;
+    font-size: 14px;
+  }
+}
+
+.agent-detail {
+  flex: 1;
+  background: white;
+}
+</style>

oa-ui/src/views/oa/brand/brandProject.vue

@@ -539,7 +539,7 @@ export default {
       } else if (row > 20 && row <= 50) {
         return 'warning'
       } else if (row > 50 && row <= 80) {
-        return ''
+        return null
       } else {
         return 'success'
       }

oa-ui/src/views/oa/project/invest.vue

@@ -2,7 +2,7 @@
  * @Author: ysh
  * @Date: 2024-02-27 14:49:15
  * @LastEditors: wrh
- * @LastEditTime: 2025-10-14 15:42:58
+ * @LastEditTime: 2025-11-20 09:51:32
 -->
 <template>
   <div class="project-wrapper">
@@ -14,8 +14,7 @@
             @keyup.enter.native="handleQuery" />
         </el-form-item>
         <el-form-item label="项目名称" prop="projectName">
-          <el-input v-model="queryParams.projectName" placeholder="请输入项目名称" clearable
-            @keyup.enter.native="handleQuery" />
+          <el-input v-model="queryParams.projectName" placeholder="请输入项目名称" clearable @keyup.enter.native="handleQuery" />
         </el-form-item>
         <el-form-item label="项目负责人" prop="projectLeader">
           <el-select v-model="queryParams.projectLeader" clearable filterable placeholder="请输入项目负责人" size="large"
@@ -463,7 +462,7 @@ export default {
       } else if (row > 20 && row <= 50) {
         return 'warning'
       } else if (row > 50 && row <= 80) {
-        return ''
+        return null
       } else {
         return 'success'
       }

oa-ui/src/views/oa/recruit/index.vue

@@ -55,8 +55,16 @@
           {{ getDeptName(scope.row.applyDept) }}
         </template>
       </el-table-column>
-      <el-table-column label="项目编号" align="center" prop="project.projectNumber" />
-      <el-table-column label="项目名称" align="center" prop="project.projectName" />
+      <el-table-column label="项目编号" align="center" prop="projectNumber" >
+        <template slot-scope="scope">
+          <span>{{ scope.row.project ? scope.row.project.projectNumber : "" }}</span>
+        </template>
+      </el-table-column>
+      <el-table-column label="项目名称" align="center" prop="projectName" >
+        <template slot-scope="scope">
+          <span>{{ scope.row.project ? scope.row.project.projectName : "" }}</span>
+        </template>
+      </el-table-column>
       <el-table-column label="申请日期" align="center" prop="applyDate" width="180">
         <template slot-scope="scope">
           <span>{{ parseTime(scope.row.applyDate, '{y}-{m}-{d}') }}</span>

oa-ui/src/views/oa/recruit/recruitTab.vue

@@ -17,13 +17,13 @@
         </el-row>
         <el-row v-show="isProject">
             <el-col :span="6" :xs="24">
-            <el-form-item label="项目编号：" prop="project.projectNumber">
-                {{ form.project.projectNumber }}
+            <el-form-item label="项目编号：" prop="projectNumber">
+                {{ form.project ? form.project.projectNumber : ""}}
             </el-form-item>
             </el-col>
             <el-col :span="6" :xs="24">
-            <el-form-item label="项目名称：" prop="project.projectName">
-                {{ form.project.projectName }}
+            <el-form-item label="项目名称：" prop="projectName">
+                {{ form.project ? form.project.projectName : ""}}
             </el-form-item>
             </el-col>
         </el-row>