diff --git a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/VectorStoreServiceImpl.java b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/VectorStoreServiceImpl.java
index 263e50f2..a52f3cc4 100644
--- a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/VectorStoreServiceImpl.java
+++ b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/impl/VectorStoreServiceImpl.java
@@ -2,16 +2,13 @@ package org.ruoyi.service.impl;
 
 import lombok.RequiredArgsConstructor;
 import lombok.extern.slf4j.Slf4j;
-import org.ruoyi.common.core.service.ConfigService;
 import org.ruoyi.domain.bo.QueryVectorBo;
 import org.ruoyi.domain.bo.StoreEmbeddingBo;
 import org.ruoyi.service.VectorStoreService;
-import org.ruoyi.service.strategy.VectorStoreStrategy;
 import org.ruoyi.service.strategy.VectorStoreStrategyFactory;
 import org.springframework.context.annotation.Primary;
 import org.springframework.stereotype.Service;
 import java.util.*;
-import java.util.stream.Collectors;
 
 /**
  * 向量库管理
@@ -30,14 +27,14 @@ public class VectorStoreServiceImpl implements VectorStoreService {
     /**
      * 获取当前配置的向量库策略
      */
-    private VectorStoreStrategy getCurrentStrategy() {
+    private VectorStoreService getCurrentStrategy() {
         return strategyFactory.getStrategy();
     }
 
     @Override
     public void createSchema(String vectorModelName, String kid) {
         log.info("创建向量库schema: vectorModelName={}, kid={}, modelName={}", vectorModelName, kid);
-        VectorStoreStrategy strategy = getCurrentStrategy();
+        VectorStoreService strategy = getCurrentStrategy();
         strategy.createSchema(vectorModelName, kid);
     }
 
@@ -45,7 +42,7 @@ public class VectorStoreServiceImpl implements VectorStoreService {
     public void storeEmbeddings(StoreEmbeddingBo storeEmbeddingBo) {
         log.info("存储向量数据: kid={}, docId={}, 数据条数={}",
                 storeEmbeddingBo.getKid(), storeEmbeddingBo.getDocId(), storeEmbeddingBo.getChunkList().size());
-        VectorStoreStrategy strategy = getCurrentStrategy();
+        VectorStoreService strategy = getCurrentStrategy();
         strategy.storeEmbeddings(storeEmbeddingBo);
     }
 
@@ -53,28 +50,28 @@ public class VectorStoreServiceImpl implements VectorStoreService {
     public List<String> getQueryVector(QueryVectorBo queryVectorBo) {
         log.info("查询向量数据: kid={}, query={}, maxResults={}",
                 queryVectorBo.getKid(), queryVectorBo.getQuery(), queryVectorBo.getMaxResults());
-        VectorStoreStrategy strategy = getCurrentStrategy();
+        VectorStoreService strategy = getCurrentStrategy();
         return strategy.getQueryVector(queryVectorBo);
     }
 
     @Override
     public void removeById(String id, String modelName) {
         log.info("根据ID删除向量数据: id={}, modelName={}", id, modelName);
-        VectorStoreStrategy strategy = getCurrentStrategy();
+        VectorStoreService strategy = getCurrentStrategy();
         strategy.removeById(id, modelName);
     }
 
     @Override
     public void removeByDocId(String docId, String kid) {
         log.info("根据docId删除向量数据: docId={}, kid={}", docId, kid);
-        VectorStoreStrategy strategy = getCurrentStrategy();
+        VectorStoreService strategy = getCurrentStrategy();
         strategy.removeByDocId(docId, kid);
     }
 
     @Override
     public void removeByFid(String fid, String kid) {
         log.info("根据fid删除向量数据: fid={}, kid={}", fid, kid);
-        VectorStoreStrategy strategy = getCurrentStrategy();
+        VectorStoreService strategy = getCurrentStrategy();
         strategy.removeByFid(fid, kid);
     }
 }
diff --git a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/AbstractVectorStoreStrategy.java b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/AbstractVectorStoreStrategy.java
index 07f0866f..100e4a3a 100644
--- a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/AbstractVectorStoreStrategy.java
+++ b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/AbstractVectorStoreStrategy.java
@@ -9,6 +9,7 @@ import lombok.SneakyThrows;
 import lombok.extern.slf4j.Slf4j;
 import org.ruoyi.common.core.config.VectorStoreProperties;
 import org.ruoyi.common.core.utils.StringUtils;
+import org.ruoyi.service.VectorStoreService;
 
 /**
  * 向量库策略抽象基类
@@ -18,7 +19,7 @@ import org.ruoyi.common.core.utils.StringUtils;
  */
 @Slf4j
 @RequiredArgsConstructor
-public abstract class AbstractVectorStoreStrategy implements VectorStoreStrategy {
+public abstract class AbstractVectorStoreStrategy implements VectorStoreService {
 
     protected final VectorStoreProperties vectorStoreProperties;
 
diff --git a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/VectorStoreStrategy.java b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/VectorStoreStrategy.java
deleted file mode 100644
index b0c965d6..00000000
--- a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/VectorStoreStrategy.java
+++ /dev/null
@@ -1,18 +0,0 @@
-package org.ruoyi.service.strategy;
-
-import org.ruoyi.service.VectorStoreService;
-
-/**
- * 向量库策略接口
- * 继承VectorStoreService以避免重复定义相同的方法
- * 
- * @author Yzm
- */
-public interface VectorStoreStrategy extends VectorStoreService {
-    
-    /**
-     * 获取向量库类型标识
-     * @return 向量库类型（如：weaviate, milvus）
-     */
-    String getVectorStoreType();
-}
\ No newline at end of file
diff --git a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/VectorStoreStrategyFactory.java b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/VectorStoreStrategyFactory.java
index 579b989f..0bab68cc 100644
--- a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/VectorStoreStrategyFactory.java
+++ b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/VectorStoreStrategyFactory.java
@@ -6,6 +6,7 @@ import lombok.extern.slf4j.Slf4j;
 import org.ruoyi.common.core.config.VectorStoreProperties;
 import org.ruoyi.service.strategy.impl.MilvusVectorStoreStrategy;
 import org.ruoyi.service.strategy.impl.WeaviateVectorStoreStrategy;
+import org.ruoyi.service.VectorStoreService;
 import org.springframework.stereotype.Component;
 
 import java.util.HashMap;
@@ -26,7 +27,7 @@ public class VectorStoreStrategyFactory {
     private final WeaviateVectorStoreStrategy weaviateStrategy;
     private final MilvusVectorStoreStrategy milvusStrategy;
 
-    private Map<String, VectorStoreStrategy> strategies;
+    private Map<String, VectorStoreService> strategies;
 
     @PostConstruct
     public void init() {
@@ -39,36 +40,18 @@ public class VectorStoreStrategyFactory {
     /**
      * 获取当前配置的向量库策略
      */
-    public VectorStoreStrategy getStrategy() {
+    public VectorStoreService getStrategy() {
         String vectorStoreType = vectorStoreProperties.getType();
         if (vectorStoreType == null || vectorStoreType.trim().isEmpty()) {
             vectorStoreType = "weaviate"; // 默认使用weaviate
         }
-        
-        VectorStoreStrategy strategy = strategies.get(vectorStoreType.toLowerCase());
+        VectorStoreService strategy = strategies.get(vectorStoreType.toLowerCase());
         if (strategy == null) {
             log.warn("未找到向量库策略: {}, 使用默认策略: weaviate", vectorStoreType);
             strategy = strategies.get("weaviate");
         }
-        
         log.debug("使用向量库策略: {}", vectorStoreType);
         return strategy;
     }
 
-    /**
-     * 根据类型获取向量库策略
-     */
-    public VectorStoreStrategy getStrategy(String type) {
-        if (type == null || type.trim().isEmpty()) {
-            return getStrategy();
-        }
-        
-        VectorStoreStrategy strategy = strategies.get(type.toLowerCase());
-        if (strategy == null) {
-            log.warn("未找到向量库策略: {}, 使用默认策略", type);
-            return getStrategy();
-        }
-        
-        return strategy;
-    }
 }
\ No newline at end of file
diff --git a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/impl/MilvusVectorStoreStrategy.java b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/impl/MilvusVectorStoreStrategy.java
index 07ee2ba6..d262a7e3 100644
--- a/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/impl/MilvusVectorStoreStrategy.java
+++ b/ruoyi-modules-api/ruoyi-knowledge-api/src/main/java/org/ruoyi/service/strategy/impl/MilvusVectorStoreStrategy.java
@@ -46,7 +46,6 @@ public class MilvusVectorStoreStrategy extends AbstractVectorStoreStrategy {
     public void createSchema(String vectorModelName, String kid) {
         String url = vectorStoreProperties.getMilvus().getUrl();
         String collectionName = vectorStoreProperties.getMilvus().getCollectionname() + kid;
-        // 使用 LangChain4j 的 MilvusEmbeddingStore 来确保集合存在（按需创建）
         MilvusEmbeddingStore store = MilvusEmbeddingStore.builder()
                 .uri(url)
                 .collectionName(collectionName)