diff --git a/agents-flex-core/src/main/java/com/agentsflex/core/store/VectorStore.java b/agents-flex-core/src/main/java/com/agentsflex/core/store/VectorStore.java
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index 0000000..ba558ea
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+++ b/agents-flex-core/src/main/java/com/agentsflex/core/store/VectorStore.java
@@ -0,0 +1,172 @@
+/*
+ *  Copyright (c) 2023-2025, Agents-Flex (fuhai999@gmail.com).
+ *  <p>
+ *  Licensed under the Apache License, Version 2.0 (the "License");
+ *  you may not use this file except in compliance with the License.
+ *  You may obtain a copy of the License at
+ *  <p>
+ *  http://www.apache.org/licenses/LICENSE-2.0
+ *  <p>
+ *  Unless required by applicable law or agreed to in writing, software
+ *  distributed under the License is distributed on an "AS IS" BASIS,
+ *  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ *  See the License for the specific language governing permissions and
+ *  limitations under the License.
+ */
+package com.agentsflex.core.store;
+
+import java.util.Arrays;
+import java.util.Collection;
+import java.util.Collections;
+import java.util.List;
+
+/**
+ * Vector Store
+ *
+ * @param <T> The Vector Data
+ */
+public abstract class VectorStore<T extends VectorData> {
+
+    /**
+     * Store Vector Data
+     *
+     * @param vectorData The Vector Data
+     * @return Store Result
+     */
+    public StoreResult store(T vectorData) {
+        return store(vectorData, StoreOptions.DEFAULT);
+    }
+
+    /**
+     * Store Vector Data With Options
+     *
+     * @param vectorData The Vector Data
+     * @param options    Store Options
+     * @return Store Result
+     */
+    public StoreResult store(T vectorData, StoreOptions options) {
+        return store(Collections.singletonList(vectorData), options);
+    }
+
+    /**
+     * Store Vector Data List
+     *
+     * @param vectorDataList The Vector Data List
+     * @return Store Result
+     */
+    public StoreResult store(List<T> vectorDataList) {
+        return store(vectorDataList, StoreOptions.DEFAULT);
+    }
+
+    /**
+     * Store Vector Data list wit options
+     *
+     * @param vectorDataList vector data list
+     * @param options        options
+     * @return store result
+     */
+    public abstract StoreResult store(List<T> vectorDataList, StoreOptions options);
+
+
+    /**
+     * delete store data by ids
+     *
+     * @param ids the data ids
+     * @return store result
+     */
+    public StoreResult delete(String... ids) {
+        return delete(Arrays.asList(ids), StoreOptions.DEFAULT);
+    }
+
+
+    /**
+     * delete store data by ids
+     *
+     * @param ids the data ids
+     * @return store result
+     */
+    public StoreResult delete(Number... ids) {
+        return delete(Arrays.asList(ids), StoreOptions.DEFAULT);
+    }
+
+
+    /**
+     * delete store data by id collection
+     *
+     * @param ids the ids
+     * @return store result
+     */
+    public StoreResult delete(Collection<?> ids) {
+        return delete(ids, StoreOptions.DEFAULT);
+    }
+
+    /**
+     * delete store data by ids with options
+     *
+     * @param ids     ids
+     * @param options store options
+     * @return store result
+     */
+    public abstract StoreResult delete(Collection<?> ids, StoreOptions options);
+
+    /**
+     * update the vector data by id
+     *
+     * @param vectorData the vector data
+     * @return store result
+     */
+    public StoreResult update(T vectorData) {
+        return update(vectorData, StoreOptions.DEFAULT);
+    }
+
+
+    /**
+     * update the vector data by id with options
+     *
+     * @param vectorData vector data
+     * @param options    store options
+     * @return store result
+     */
+    public StoreResult update(T vectorData, StoreOptions options) {
+        return update(Collections.singletonList(vectorData), options);
+    }
+
+    /**
+     * update vector data list
+     *
+     * @param vectorDataList vector data list
+     * @return store result
+     */
+    public StoreResult update(List<T> vectorDataList) {
+        return update(vectorDataList, StoreOptions.DEFAULT);
+    }
+
+    /**
+     * update store data list with options
+     *
+     * @param vectorDataList vector data list
+     * @param options        store options
+     * @return store result
+     */
+    public abstract StoreResult update(List<T> vectorDataList, StoreOptions options);
+
+    /**
+     * search vector data by SearchWrapper
+     *
+     * @param wrapper SearchWrapper
+     * @return the vector data list
+     */
+    public List<T> search(SearchWrapper wrapper) {
+        return search(wrapper, StoreOptions.DEFAULT);
+    }
+
+
+    /**
+     * search vector data by SearchWrapper with options
+     *
+     * @param wrapper SearchWrapper
+     * @param options Store Options
+     * @return the vector data list
+     */
+    public abstract List<T> search(SearchWrapper wrapper, StoreOptions options);
+}