diff --git a/src/main/java/org/opensearch/knn/index/query/KNNQueryBuilder.java b/src/main/java/org/opensearch/knn/index/query/KNNQueryBuilder.java
index 0b59b9e8a3..dc85a1724e 100644
--- a/src/main/java/org/opensearch/knn/index/query/KNNQueryBuilder.java
+++ b/src/main/java/org/opensearch/knn/index/query/KNNQueryBuilder.java
@@ -534,10 +534,9 @@ protected Query doToQuery(QueryShardContext context) {
         final String method = methodComponentContext != null ? methodComponentContext.getName() : null;
         if (StringUtils.isNotBlank(method)) {
             final EngineSpecificMethodContext engineSpecificMethodContext = knnEngine.getMethodContext(method);
-            KNNEngine finalKnnEngine = knnEngine;
-            QueryContext methodContext = () -> (vectorQueryType.isRadialSearch() && KNNEngine.LUCENE.equals(finalKnnEngine)) == false;
+            QueryContext queryContext = new QueryContext(vectorQueryType);
             ValidationException validationException = validateParameters(
-                engineSpecificMethodContext.supportedMethodParameters(methodContext),
+                engineSpecificMethodContext.supportedMethodParameters(queryContext),
                 (Map<String, Object>) methodParameters
             );
             if (validationException != null) {
diff --git a/src/main/java/org/opensearch/knn/index/util/LuceneHNSWContext.java b/src/main/java/org/opensearch/knn/index/util/LuceneHNSWContext.java
index 468ee62392..d9b6ba1c39 100644
--- a/src/main/java/org/opensearch/knn/index/util/LuceneHNSWContext.java
+++ b/src/main/java/org/opensearch/knn/index/util/LuceneHNSWContext.java
@@ -26,11 +26,11 @@ public class LuceneHNSWContext implements EngineSpecificMethodContext {
 
     @Override
     public Map<String, Parameter<?>> supportedMethodParameters(QueryContext ctx) {
-        if (ctx.is_ef_search_parameter_supported()) {
-            // Return the supported method parameters for non-radial cases
-            return supportedMethodParameters;
+        if (ctx.queryType.isRadialSearch()) {
+            // return empty map if radial search is true
+            return Collections.emptyMap();
         }
-        // return empty map if radial search is true
-        return Collections.emptyMap();
+        // Return the supported method parameters for non-radial cases
+        return supportedMethodParameters;
     }
 }
diff --git a/src/main/java/org/opensearch/knn/index/util/QueryContext.java b/src/main/java/org/opensearch/knn/index/util/QueryContext.java
index 932e9ab36e..6bb4958146 100644
--- a/src/main/java/org/opensearch/knn/index/util/QueryContext.java
+++ b/src/main/java/org/opensearch/knn/index/util/QueryContext.java
@@ -11,9 +11,13 @@
 
 package org.opensearch.knn.index.util;
 
+import lombok.AllArgsConstructor;
+import org.opensearch.knn.index.VectorQueryType;
+
 /**
- * Context interface for query-specific information.
+ * Context class for query-specific information.
  */
-public interface QueryContext {
-    boolean is_ef_search_parameter_supported();
+@AllArgsConstructor
+public class QueryContext {
+    VectorQueryType queryType;
 }
diff --git a/src/test/java/org/opensearch/knn/index/util/AbstractKNNLibraryTests.java b/src/test/java/org/opensearch/knn/index/util/AbstractKNNLibraryTests.java
index c40171305c..8e5ae24f9e 100644
--- a/src/test/java/org/opensearch/knn/index/util/AbstractKNNLibraryTests.java
+++ b/src/test/java/org/opensearch/knn/index/util/AbstractKNNLibraryTests.java
@@ -75,7 +75,7 @@ public ValidationException validate(KNNMethodContext knnMethodContext) {
 
     public void testEngineSpecificMethods() {
         String methodName1 = "test-method-1";
-        QueryContext engineSpecificMethodContext = () -> false;
+        QueryContext engineSpecificMethodContext = new QueryContext(VectorQueryType.K);
         EngineSpecificMethodContext context = ctx -> ImmutableMap.of(
             "myparameter",
             new Parameter.BooleanParameter("myparameter", null, value -> true)