diff --git a/agents-flex-store/agents-flex-store-qdrant/src/main/java/com/agentsflex/store/qdrant/QdrantVectorStore.java b/agents-flex-store/agents-flex-store-qdrant/src/main/java/com/agentsflex/store/qdrant/QdrantVectorStore.java
new file mode 100644
index 0000000..799395d
--- /dev/null
+++ b/agents-flex-store/agents-flex-store-qdrant/src/main/java/com/agentsflex/store/qdrant/QdrantVectorStore.java
@@ -0,0 +1,191 @@
+/*
+ * Copyright (c) 2023-2025, Agents-Flex (fuhai999@gmail.com).
+ *
+ * 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
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * 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.store.qdrant;
+
+import com.agentsflex.core.document.Document;
+import com.agentsflex.core.store.DocumentStore;
+import com.agentsflex.core.store.SearchWrapper;
+import com.agentsflex.core.store.StoreOptions;
+import com.agentsflex.core.store.StoreResult;
+import com.agentsflex.core.util.CollectionUtil;
+import com.agentsflex.core.util.StringUtil;
+import com.agentsflex.core.util.VectorUtil;
+import io.grpc.Grpc;
+import io.grpc.TlsChannelCredentials;
+import io.qdrant.client.QdrantClient;
+import io.grpc.ManagedChannel;
+import io.qdrant.client.QdrantGrpcClient;
+import io.qdrant.client.grpc.Collections;
+import io.qdrant.client.grpc.JsonWithInt;
+import io.qdrant.client.grpc.Points;
+import io.qdrant.client.grpc.Points.Filter;
+import io.qdrant.client.grpc.Points.PointId;
+import io.qdrant.client.grpc.Points.PointStruct;
+import io.qdrant.client.grpc.Points.QueryPoints;
+import io.qdrant.client.grpc.Points.ScoredPoint;
+
+import java.io.File;
+import java.io.IOException;
+import java.util.*;
+import java.util.stream.Collectors;
+
+import static io.qdrant.client.ConditionFactory.matchKeyword;
+import static io.qdrant.client.PointIdFactory.id;
+import static io.qdrant.client.QueryFactory.nearest;
+import static io.qdrant.client.ValueFactory.value;
+import static io.qdrant.client.VectorsFactory.vectors;
+import static io.qdrant.client.WithPayloadSelectorFactory.enable;
+
+public class QdrantVectorStore extends DocumentStore {
+
+ private final QdrantVectorStoreConfig config;
+ private final QdrantClient client;
+ private final String defaultCollectionName;
+ private boolean isCreateCollection = false;
+
+ public QdrantVectorStore(QdrantVectorStoreConfig config) throws IOException {
+ this.config = config;
+ this.defaultCollectionName = config.getDefaultCollectionName();
+ String uri = config.getUri();
+ int port = 6334;
+ QdrantGrpcClient.Builder builder;
+ if (StringUtil.hasText(config.getCaPath())) {
+ ManagedChannel channel = Grpc.newChannelBuilder(
+ uri,
+ TlsChannelCredentials.newBuilder().trustManager(new File(config.getCaPath())).build()
+ ).build();
+ builder = QdrantGrpcClient.newBuilder(channel, true);
+ } else {
+ if (uri.contains(":")) {
+ uri = uri.split(":")[0];
+ port = Integer.parseInt(uri.split(":")[1]);
+ }
+ builder = QdrantGrpcClient.newBuilder(uri, port, false);
+ }
+ if (StringUtil.hasText(config.getApiKey())) {
+ builder.withApiKey(config.getApiKey());
+ }
+ this.client = new QdrantClient(builder.build());
+ }
+
+ @Override
+ public StoreResult storeInternal(List documents, StoreOptions options) {
+ List points = new ArrayList<>();
+ int size = 1024;
+ for (Document doc : documents) {
+ size = doc.getVector().length;
+ Map payload = new HashMap<>();
+ payload.put("content", value(doc.getContent()));
+ points.add(PointStruct.newBuilder()
+ .setId(id(Long.parseLong(doc.getId().toString())))
+ .setVectors(vectors(VectorUtil.toFloatArray(doc.getVector())))
+ .putAllPayload(payload)
+ .build());
+ }
+ try {
+ String collectionName = options.getCollectionNameOrDefault(defaultCollectionName);
+ if (config.isAutoCreateCollection() && !isCreateCollection) {
+ Boolean exists = client.collectionExistsAsync(collectionName).get();
+ if (!exists) {
+ client.createCollectionAsync(collectionName, Collections.VectorParams.newBuilder()
+ .setDistance(Collections.Distance.Cosine)
+ .setSize(size)
+ .build())
+ .get();
+ }
+ } else {
+ isCreateCollection = true;
+ }
+ if (CollectionUtil.hasItems(points)) {
+ client.upsertAsync(collectionName, points).get();
+ }
+ return StoreResult.successWithIds(documents);
+ } catch (Exception e) {
+ return StoreResult.fail();
+ }
+ }
+
+ @Override
+ public StoreResult deleteInternal(Collection ids, StoreOptions options) {
+ try {
+ String collectionName = options.getCollectionNameOrDefault(defaultCollectionName);
+ List pointIds = ids.stream()
+ .map(id -> id((Long) id))
+ .collect(Collectors.toList());
+ client.deleteAsync(collectionName, pointIds).get();
+ return StoreResult.success();
+ } catch (Exception e) {
+ return StoreResult.fail();
+ }
+ }
+
+ @Override
+ public StoreResult updateInternal(List documents, StoreOptions options) {
+ try {
+ List points = new ArrayList<>();
+ for (Document doc : documents) {
+ Map payload = new HashMap<>();
+ payload.put("content", value(doc.getContent()));
+ points.add(PointStruct.newBuilder()
+ .setId(id(Long.parseLong(doc.getId().toString())))
+ .setVectors(vectors(VectorUtil.toFloatArray(doc.getVector())))
+ .putAllPayload(payload)
+ .build());
+ }
+ String collectionName = options.getCollectionNameOrDefault(defaultCollectionName);
+ if (CollectionUtil.hasItems(points)) {
+ client.upsertAsync(collectionName, points).get();
+ }
+ return StoreResult.successWithIds(documents);
+ } catch (Exception e) {
+ return StoreResult.fail();
+ }
+ }
+
+ @Override
+ public List searchInternal(SearchWrapper wrapper, StoreOptions options) {
+ List documents = new ArrayList<>();
+ try {
+ String collectionName = options.getCollectionNameOrDefault(defaultCollectionName);
+ QueryPoints.Builder query = QueryPoints.newBuilder()
+ .setCollectionName(collectionName)
+ .setLimit(wrapper.getMaxResults())
+ .setWithVectors(Points.WithVectorsSelector.newBuilder().setEnable(true).build())
+ .setWithPayload(enable(true));
+ if (wrapper.getVector() != null) {
+ query.setQuery(nearest(VectorUtil.toFloatArray(wrapper.getVector())));
+ }
+ if (StringUtil.hasText(wrapper.getText())) {
+ query.setFilter(Filter.newBuilder().addMust(matchKeyword("content", wrapper.getText())));
+ }
+ List data = client.queryAsync(query.build()).get();
+ for (ScoredPoint point : data) {
+ Document doc = new Document();
+ doc.setId(point.getId().getNum());
+ doc.setVector(VectorUtil.convertToVector(point.getVectors().getVector().getDataList()));
+ doc.setContent(point.getPayloadMap().get("content").getStringValue());
+ documents.add(doc);
+ }
+ return documents;
+ } catch (Exception e) {
+ return documents;
+ }
+ }
+
+ public QdrantClient getClient() {
+ return client;
+ }
+}