diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/RagHttpService.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/RagHttpService.java
index 488407253..74d47b40f 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/RagHttpService.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/RagHttpService.java
@@ -3,20 +3,23 @@ package cn.iocoder.yudao.module.llm.service.http;
 
 import cn.iocoder.yudao.framework.common.util.http.HttpUtils;
 import cn.iocoder.yudao.module.llm.framework.backend.config.LLMBackendProperties;
-import cn.iocoder.yudao.module.llm.service.http.vo.RagEmbedReqVo;
-import cn.iocoder.yudao.module.llm.service.http.vo.RagQueryMultipleReqVo;
-import cn.iocoder.yudao.module.llm.service.http.vo.RagQueryReqVo;
+import cn.iocoder.yudao.module.llm.service.http.vo.*;
 import com.alibaba.fastjson.JSON;
+import com.alibaba.fastjson.JSONArray;
+import com.alibaba.fastjson.JSONObject;
 import com.baomidou.mybatisplus.core.toolkit.BeanUtils;
+import lombok.extern.slf4j.Slf4j;
 import org.springframework.stereotype.Service;
 
 import javax.annotation.Resource;
+import java.util.List;
 import java.util.Map;
 
 /**
  * rag相关接口
  */
 @Service
+@Slf4j
 public class RagHttpService {
 
     @Resource
@@ -25,38 +28,52 @@ public class RagHttpService {
     /**
      * RAG健康检查API
      */
-    public String ragHealth(Map<String, String> headers){
+    public RagHealthRespVO ragHealth(Map<String, String> headers){
         String ragHealth = llmBackendProperties.getRagHealth();
         String res = HttpUtils.get(ragHealth, headers);
-        return res;
+        log.info(" ragHealth:{}", res);
+        RagHealthRespVO regHealthRespVO = JSON.parseObject(res, RagHealthRespVO.class);
+        log.info(" ragHealthRespVO:{}", regHealthRespVO);
+        return regHealthRespVO;
     }
 
     /**
      * 上传并向量化
      */
-    public String ragEmbed(Map<String, String> headers, RagEmbedReqVo ragEmbedReqVo){
+    public RagEmbedRespVO ragEmbed(Map<String, String> headers, RagEmbedReqVo ragEmbedReqVo){
         String ragEmbed = llmBackendProperties.getRagEmbed();
         Map<String, Object> map = BeanUtils.beanToMap(ragEmbedReqVo);
         String res = HttpUtils.postForm(ragEmbed, headers,map);
-        return res;
+        log.info(" ragEmbedRespVO:{}", res);
+        RagEmbedRespVO ragEmbedRespVO = JSON.parseObject(res, RagEmbedRespVO.class);
+        log.info(" ragEmbedRespVO:{}", ragEmbedRespVO);
+        return ragEmbedRespVO;
     }
 
     /**
      * 获取所有向量id
      */
-    public String ragIds(Map<String, String> headers){
+    public List<String> ragIds(Map<String, String> headers){
         String ragIds = llmBackendProperties.getRagIds();
         String res = HttpUtils.get(ragIds, headers);
-        return res;
+        log.info(" ragIds:{}", res);
+        List<String> ids = JSON.parseArray(res, String.class);
+        log.info(" ragIds:{}", ids);
+        return ids;
     }
 
     /**
      * 根据id获取文档
      */
-    public String ragDocuments(Map<String, String> headers){
+    public RagDocumentsRespVO ragDocuments(Map<String, String> headers, RagDocumentsReqVO ragDocumentsReqVO){
         String ragDocuments = llmBackendProperties.getRagDocuments();
         String res = HttpUtils.get(ragDocuments, headers);
-        return res;
+        log.info(" ragDocuments:{}", res);
+        List<DocumentPageContent> pages = JSON.parseArray(res, DocumentPageContent.class);
+        RagDocumentsRespVO ragDocumentRespVO = new RagDocumentsRespVO();
+        ragDocumentRespVO.setPages(pages);
+        log.info(" ragDocumentRespVO:{}", ragDocumentRespVO);
+        return ragDocumentRespVO;
     }
 
     /**
@@ -65,16 +82,28 @@ public class RagHttpService {
     public String ragDocumentsDel(Map<String,String> headers){
         String ragDocumentsDel = llmBackendProperties.getRagDocumentsDel();
         String res = HttpUtils.del(ragDocumentsDel, headers);
+        log.info(" ragDocumentsDel:{}", res);
         return res;
     }
 
     /**
      * 根据file_id检索向量
      */
-    public String ragQuery(Map<String, String> headers, RagQueryReqVo ragQueryReqVo){
+    public RagQueryRespVO ragQuery(Map<String, String> headers, RagQueryReqVo ragQueryReqVo){
         String ragQuery = llmBackendProperties.getRagQuery();
         String res = HttpUtils.post(ragQuery, headers, JSON.toJSONString(ragQueryReqVo));
-        return res;
+        log.info(" ragQuery:{}", res);
+        JSONArray jsonArray = JSON.parseArray(res);
+        List<DocumentPageContent> pages = JSON.parseArray(jsonArray.getJSONObject(0).getString("page_content"), DocumentPageContent.class);
+        for (int i = 0; i < jsonArray.size(); i++) {
+            JSONArray temp = jsonArray.getJSONArray(i);
+            DocumentPageContent documentPageContent = JSON.toJavaObject(temp.getJSONObject(0), DocumentPageContent.class);
+            documentPageContent.setScore(String.valueOf(temp.getDouble(1)));
+        }
+        RagQueryRespVO ragQueryRespVO = new RagQueryRespVO();
+        ragQueryRespVO.setPages(pages);
+        log.info(" ragQueryRespVO:{}", ragQueryRespVO);
+        return ragQueryRespVO;
     }
 
     /**
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/DocumentMetadata.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/DocumentMetadata.java
new file mode 100644
index 000000000..303774011
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/DocumentMetadata.java
@@ -0,0 +1,11 @@
+package cn.iocoder.yudao.module.llm.service.http.vo;
+
+import lombok.Data;
+
+@Data
+public class DocumentMetadata {
+    private String file_id;
+    private String user_id;
+    private String digest;
+    private String source;
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/DocumentPageContent.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/DocumentPageContent.java
new file mode 100644
index 000000000..0be861e64
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/DocumentPageContent.java
@@ -0,0 +1,11 @@
+package cn.iocoder.yudao.module.llm.service.http.vo;
+
+import lombok.Data;
+
+@Data
+public class DocumentPageContent {
+
+    private String page_content;
+    private DocumentMetadata metadata;
+    private String score;
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagDocumentsReqVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagDocumentsReqVO.java
new file mode 100644
index 000000000..d35358958
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagDocumentsReqVO.java
@@ -0,0 +1,11 @@
+package cn.iocoder.yudao.module.llm.service.http.vo;
+
+import lombok.Data;
+
+import java.util.List;
+
+@Data
+public class RagDocumentsReqVO {
+
+    List<String> ids;
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagDocumentsRespVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagDocumentsRespVO.java
new file mode 100644
index 000000000..aa0f811ac
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagDocumentsRespVO.java
@@ -0,0 +1,11 @@
+package cn.iocoder.yudao.module.llm.service.http.vo;
+
+import lombok.Data;
+
+import java.util.List;
+
+@Data
+public class RagDocumentsRespVO {
+
+    List<DocumentPageContent> pages;
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagEmbedReqVo.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagEmbedReqVo.java
index 255881dc7..c40b4c31d 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagEmbedReqVo.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagEmbedReqVo.java
@@ -1,6 +1,8 @@
 package cn.iocoder.yudao.module.llm.service.http.vo;
 
+import lombok.AllArgsConstructor;
 import lombok.Data;
+import lombok.NoArgsConstructor;
 import lombok.ToString;
 
 import java.io.File;
@@ -9,10 +11,14 @@ import java.io.File;
  * 上传并向量化 请求参数
  */
 @Data
+@NoArgsConstructor
+@AllArgsConstructor
 @ToString(callSuper = true)
 public class RagEmbedReqVo {
 
     private String file_id;
 
     private File file;
+
+    private String entity_id;
 }
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagEmbedRespVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagEmbedRespVO.java
new file mode 100644
index 000000000..65af9368c
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagEmbedRespVO.java
@@ -0,0 +1,13 @@
+package cn.iocoder.yudao.module.llm.service.http.vo;
+
+import lombok.Data;
+
+@Data
+public class RagEmbedRespVO {
+
+    private boolean status;
+    private String message;
+    private String fileId;
+    private String filename;
+    private boolean knownType;
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagHealthRespVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagHealthRespVO.java
new file mode 100644
index 000000000..863644e41
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagHealthRespVO.java
@@ -0,0 +1,13 @@
+package cn.iocoder.yudao.module.llm.service.http.vo;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class RagHealthRespVO {
+
+    private String status;
+}
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagQueryReqVo.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagQueryReqVo.java
index 22a9dd26f..ab1ca0fdb 100644
--- a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagQueryReqVo.java
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagQueryReqVo.java
@@ -13,4 +13,5 @@ public class RagQueryReqVo {
 
     private Integer k;
 
+    private String entity_id;
 }
diff --git a/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagQueryRespVO.java b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagQueryRespVO.java
new file mode 100644
index 000000000..5cce58d41
--- /dev/null
+++ b/yudao-module-llm/yudao-module-llm-biz/src/main/java/cn/iocoder/yudao/module/llm/service/http/vo/RagQueryRespVO.java
@@ -0,0 +1,11 @@
+package cn.iocoder.yudao.module.llm.service.http.vo;
+
+import lombok.Data;
+
+import java.util.List;
+
+@Data
+public class RagQueryRespVO {
+
+    private List<DocumentPageContent> pages;
+}
diff --git a/yudao-server/src/main/resources/application-dev.yaml b/yudao-server/src/main/resources/application-dev.yaml
index 4bed9d4e1..539385de4 100644
--- a/yudao-server/src/main/resources/application-dev.yaml
+++ b/yudao-server/src/main/resources/application-dev.yaml
@@ -205,19 +205,19 @@ llm:
   backend:
     # RAG服务
     #RAG健康检查 GET
-    rag_health: http://localhost:8123/health
+    rag_health: http://rag.xhllm.xinnuojinzhi.com/health
     #上传并向量化 POST
-    rag_embed: http://localhost:8123/embed
+    rag_embed: http://rag.xhllm.xinnuojinzhi.com/embed
     #获取所有向量id GET
-    rag_ids: http://localhost:8123/ids
+    rag_ids: http://rag.xhllm.xinnuojinzhi.com/ids
     #根据id获取文档 GET
-    rag_documents: http://localhost:8123/documents
+    rag_documents: http://rag.xhllm.xinnuojinzhi.com/documents
     #根据id删除文档 DEL
-    rag_documents_del: http://localhost:8123/documents
+    rag_documents_del: http://rag.xhllm.xinnuojinzhi.com/documents
     #根据file_id检索向量 POST
-    rag_query: http://localhost:8123/query
+    rag_query: http://rag.xhllm.xinnuojinzhi.com/query
     #支持多个文件id查询向量 GET
-    rag_query_multiple: http://localhost:8123/query_multiple
+    rag_query_multiple: http://rag.xhllm.xinnuojinzhi.com/query_multiple
 
     # LLM train and service api
     # 训练集列表 GET
diff --git a/yudao-server/src/main/resources/application-local.yaml b/yudao-server/src/main/resources/application-local.yaml
index 67dec8454..e981a7636 100644
--- a/yudao-server/src/main/resources/application-local.yaml
+++ b/yudao-server/src/main/resources/application-local.yaml
@@ -248,19 +248,19 @@ llm:
   backend:
     #### RAG服务
     #RAG健康检查 GET
-    rag_health: http://localhost:8123/health
+    rag_health: http://rag.xhllm.xinnuojinzhi.com/health
     #上传并向量化 POST
-    rag_embed: http://localhost:8123/embed
+    rag_embed: http://rag.xhllm.xinnuojinzhi.com/embed
     #获取所有向量id GET
-    rag_ids: http://localhost:8123/ids
+    rag_ids: http://rag.xhllm.xinnuojinzhi.com/ids
     #根据id获取文档 GET
-    rag_documents: http://localhost:8123/documents
+    rag_documents: http://rag.xhllm.xinnuojinzhi.com/documents
     #根据id删除文档 DEL
-    rag_documents_del: http://localhost:8123/documents
+    rag_documents_del: http://rag.xhllm.xinnuojinzhi.com/documents
     #根据file_id检索向量 POST
-    rag_query: http://localhost:8123/query
+    rag_query: http://rag.xhllm.xinnuojinzhi.com/query
     #支持多个文件id查询向量 GET
-    rag_query_multiple: http://localhost:8123/query_multiple
+    rag_query_multiple: http://rag.xhllm.xinnuojinzhi.com/query_multiple
 
     #### LLM train and service api
     # 训练集列表 GET