diff --git a/spring-ai-bom/pom.xml b/spring-ai-bom/pom.xml
index d1c857f9d..507a8b401 100644
--- a/spring-ai-bom/pom.xml
+++ b/spring-ai-bom/pom.xml
@@ -128,7 +128,7 @@
org.springframework.ai
- spring-ai-azure-vector-store
+ spring-ai-azure-store
${project.version}
diff --git a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure.adoc b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure.adoc
index 1ad2d24a1..b9f303c07 100644
--- a/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure.adoc
+++ b/spring-ai-docs/src/main/antora/modules/ROOT/pages/api/vectordbs/azure.adoc
@@ -77,7 +77,7 @@ Add these dependencies to your project:
----
org.springframework.ai
- spring-ai-azure-vector-store
+ spring-ai-azure-store
----
diff --git a/spring-ai-spring-boot-autoconfigure/pom.xml b/spring-ai-spring-boot-autoconfigure/pom.xml
index ee5a26bc4..38e867b1c 100644
--- a/spring-ai-spring-boot-autoconfigure/pom.xml
+++ b/spring-ai-spring-boot-autoconfigure/pom.xml
@@ -141,7 +141,7 @@
org.springframework.ai
- spring-ai-azure-vector-store
+ spring-ai-azure-store
${project.parent.version}
true
@@ -328,7 +328,7 @@
cassandra
test
-
+
com.redis
testcontainers-redis
diff --git a/spring-ai-spring-boot-starters/spring-ai-starter-azure-store/pom.xml b/spring-ai-spring-boot-starters/spring-ai-starter-azure-store/pom.xml
index d688bba56..c6b1d7276 100644
--- a/spring-ai-spring-boot-starters/spring-ai-starter-azure-store/pom.xml
+++ b/spring-ai-spring-boot-starters/spring-ai-starter-azure-store/pom.xml
@@ -34,7 +34,7 @@
org.springframework.ai
- spring-ai-azure-vector-store
+ spring-ai-azure-store
${project.parent.version}
diff --git a/vector-stores/spring-ai-azure-store/src/main/java/org/springframework/ai/vectorstore/azure/AzureVectorStore.java b/vector-stores/spring-ai-azure-store/src/main/java/org/springframework/ai/vectorstore/azure/AzureVectorStore.java
index 9a5205cfb..85e790277 100644
--- a/vector-stores/spring-ai-azure-store/src/main/java/org/springframework/ai/vectorstore/azure/AzureVectorStore.java
+++ b/vector-stores/spring-ai-azure-store/src/main/java/org/springframework/ai/vectorstore/azure/AzureVectorStore.java
@@ -15,16 +15,35 @@
*/
package org.springframework.ai.vectorstore.azure;
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.List;
+import java.util.Map;
+import java.util.Optional;
+import java.util.stream.Collectors;
+
import com.alibaba.fastjson2.JSONObject;
import com.alibaba.fastjson2.TypeReference;
import com.azure.core.util.Context;
import com.azure.search.documents.SearchClient;
import com.azure.search.documents.SearchDocument;
import com.azure.search.documents.indexes.SearchIndexClient;
-import com.azure.search.documents.indexes.models.*;
-import com.azure.search.documents.models.*;
+import com.azure.search.documents.indexes.models.HnswAlgorithmConfiguration;
+import com.azure.search.documents.indexes.models.HnswParameters;
+import com.azure.search.documents.indexes.models.SearchField;
+import com.azure.search.documents.indexes.models.SearchFieldDataType;
+import com.azure.search.documents.indexes.models.SearchIndex;
+import com.azure.search.documents.indexes.models.VectorSearch;
+import com.azure.search.documents.indexes.models.VectorSearchAlgorithmMetric;
+import com.azure.search.documents.indexes.models.VectorSearchProfile;
+import com.azure.search.documents.models.IndexDocumentsResult;
+import com.azure.search.documents.models.IndexingResult;
+import com.azure.search.documents.models.SearchOptions;
+import com.azure.search.documents.models.VectorSearchOptions;
+import com.azure.search.documents.models.VectorizedQuery;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
+
import org.springframework.ai.document.Document;
import org.springframework.ai.embedding.EmbeddingClient;
import org.springframework.ai.vectorstore.SearchRequest;
@@ -36,9 +55,6 @@ import org.springframework.util.Assert;
import org.springframework.util.CollectionUtils;
import org.springframework.util.StringUtils;
-import java.util.*;
-import java.util.stream.Collectors;
-
/**
* Uses Azure Cognitive Search as a backing vector store. Documents can be preloaded into
* a Cognitive Search index and managed via Azure tools or added and managed through this
diff --git a/vector-stores/spring-ai-cassandra/src/main/java/org/springframework/ai/vectorstore/CassandraVectorStore.java b/vector-stores/spring-ai-cassandra/src/main/java/org/springframework/ai/vectorstore/CassandraVectorStore.java
index c06cfdfc5..c08f7d09d 100644
--- a/vector-stores/spring-ai-cassandra/src/main/java/org/springframework/ai/vectorstore/CassandraVectorStore.java
+++ b/vector-stores/spring-ai-cassandra/src/main/java/org/springframework/ai/vectorstore/CassandraVectorStore.java
@@ -15,7 +15,11 @@
*/
package org.springframework.ai.vectorstore;
-import com.datastax.oss.driver.api.core.cql.*;
+import com.datastax.oss.driver.api.core.cql.BoundStatement;
+import com.datastax.oss.driver.api.core.cql.BoundStatementBuilder;
+import com.datastax.oss.driver.api.core.cql.PreparedStatement;
+import com.datastax.oss.driver.api.core.cql.Row;
+import com.datastax.oss.driver.api.core.cql.SimpleStatement;
import com.datastax.oss.driver.api.core.data.CqlVector;
import com.datastax.oss.driver.api.core.metadata.schema.TableMetadata;
import com.datastax.oss.driver.api.querybuilder.QueryBuilder;
@@ -32,7 +36,13 @@ import org.springframework.ai.vectorstore.CassandraVectorStoreConfig.SchemaColum
import org.springframework.ai.vectorstore.filter.FilterExpressionConverter;
import org.springframework.beans.factory.InitializingBean;
-import java.util.*;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Map;
+import java.util.Optional;
+import java.util.Set;
import java.util.concurrent.CompletableFuture;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.ConcurrentMap;
diff --git a/vector-stores/spring-ai-cassandra/src/main/java/org/springframework/ai/vectorstore/CassandraVectorStoreConfig.java b/vector-stores/spring-ai-cassandra/src/main/java/org/springframework/ai/vectorstore/CassandraVectorStoreConfig.java
index aebe211c8..7218f2697 100644
--- a/vector-stores/spring-ai-cassandra/src/main/java/org/springframework/ai/vectorstore/CassandraVectorStoreConfig.java
+++ b/vector-stores/spring-ai-cassandra/src/main/java/org/springframework/ai/vectorstore/CassandraVectorStoreConfig.java
@@ -38,11 +38,15 @@ import org.springframework.lang.Nullable;
import java.net.InetSocketAddress;
import java.time.Duration;
-import java.util.*;
import java.util.concurrent.Executor;
import java.util.concurrent.Executors;
import java.util.function.Function;
import java.util.stream.Stream;
+import java.util.Collections;
+import java.util.HashSet;
+import java.util.List;
+import java.util.Optional;
+import java.util.Set;
/**
* Configuration for the Cassandra vector store.
diff --git a/vector-stores/spring-ai-chroma-store/src/main/java/org/springframework/ai/vectorstore/ChromaVectorStore.java b/vector-stores/spring-ai-chroma-store/src/main/java/org/springframework/ai/vectorstore/ChromaVectorStore.java
index e3c03863d..f51c530e4 100644
--- a/vector-stores/spring-ai-chroma-store/src/main/java/org/springframework/ai/vectorstore/ChromaVectorStore.java
+++ b/vector-stores/spring-ai-chroma-store/src/main/java/org/springframework/ai/vectorstore/ChromaVectorStore.java
@@ -15,6 +15,12 @@
*/
package org.springframework.ai.vectorstore;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Optional;
+
import org.springframework.ai.chroma.ChromaApi;
import org.springframework.ai.chroma.ChromaApi.AddEmbeddingsRequest;
import org.springframework.ai.chroma.ChromaApi.DeleteEmbeddingsRequest;
@@ -29,8 +35,6 @@ import org.springframework.util.Assert;
import org.springframework.util.CollectionUtils;
import org.springframework.util.StringUtils;
-import java.util.*;
-
/**
* {@link ChromaVectorStore} is a concrete implementation of the {@link VectorStore}
* interface. It is responsible for adding, deleting, and searching documents based on
@@ -38,7 +42,7 @@ import java.util.*;
* for embedding calculations. For more information about how it does this, see the
* official Chroma website.
*
- *
+ * @author Christian Tzolov
*/
public class ChromaVectorStore implements VectorStore, ApplicationListener {
diff --git a/vector-stores/spring-ai-chroma-store/src/main/java/org/springframework/ai/vectorstore/JsonUtils.java b/vector-stores/spring-ai-chroma-store/src/main/java/org/springframework/ai/vectorstore/JsonUtils.java
index 7a05fab28..41f891b49 100644
--- a/vector-stores/spring-ai-chroma-store/src/main/java/org/springframework/ai/vectorstore/JsonUtils.java
+++ b/vector-stores/spring-ai-chroma-store/src/main/java/org/springframework/ai/vectorstore/JsonUtils.java
@@ -21,10 +21,6 @@ import java.util.Map;
import com.fasterxml.jackson.core.JsonProcessingException;
import com.fasterxml.jackson.databind.ObjectMapper;
-/**
- * @author Christian Tzolov
- */
-
/**
* Utility class for JSON processing. Provides methods for converting JSON strings to maps
* and lists, and for converting between lists of different numeric types.
diff --git a/vector-stores/spring-ai-redis/src/main/java/org/springframework/ai/vectorstore/RedisVectorStore.java b/vector-stores/spring-ai-redis/src/main/java/org/springframework/ai/vectorstore/RedisVectorStore.java
index 744411622..47982bf92 100644
--- a/vector-stores/spring-ai-redis/src/main/java/org/springframework/ai/vectorstore/RedisVectorStore.java
+++ b/vector-stores/spring-ai-redis/src/main/java/org/springframework/ai/vectorstore/RedisVectorStore.java
@@ -15,8 +15,35 @@
*/
package org.springframework.ai.vectorstore;
+import java.text.MessageFormat;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Optional;
+import java.util.function.Function;
+import java.util.function.Predicate;
+import java.util.stream.Collectors;
+
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
+import redis.clients.jedis.JedisPooled;
+import redis.clients.jedis.Pipeline;
+import redis.clients.jedis.json.Path2;
+import redis.clients.jedis.search.FTCreateParams;
+import redis.clients.jedis.search.IndexDataType;
+import redis.clients.jedis.search.Query;
+import redis.clients.jedis.search.RediSearchUtil;
+import redis.clients.jedis.search.Schema.FieldType;
+import redis.clients.jedis.search.SearchResult;
+import redis.clients.jedis.search.schemafields.NumericField;
+import redis.clients.jedis.search.schemafields.SchemaField;
+import redis.clients.jedis.search.schemafields.TagField;
+import redis.clients.jedis.search.schemafields.TextField;
+import redis.clients.jedis.search.schemafields.VectorField;
+import redis.clients.jedis.search.schemafields.VectorField.VectorAlgorithm;
+
import org.springframework.ai.document.Document;
import org.springframework.ai.embedding.EmbeddingClient;
import org.springframework.ai.vectorstore.filter.FilterExpressionConverter;
@@ -24,19 +51,6 @@ import org.springframework.boot.context.event.ApplicationReadyEvent;
import org.springframework.context.ApplicationListener;
import org.springframework.util.Assert;
import org.springframework.util.CollectionUtils;
-import redis.clients.jedis.JedisPooled;
-import redis.clients.jedis.Pipeline;
-import redis.clients.jedis.json.Path2;
-import redis.clients.jedis.search.*;
-import redis.clients.jedis.search.Schema.FieldType;
-import redis.clients.jedis.search.schemafields.*;
-import redis.clients.jedis.search.schemafields.VectorField.VectorAlgorithm;
-
-import java.text.MessageFormat;
-import java.util.*;
-import java.util.function.Function;
-import java.util.function.Predicate;
-import java.util.stream.Collectors;
/**
* The RedisVectorStore is for managing and querying vector data in a Redis database. It