diff --git a/pkg/cmd/builder.go b/pkg/cmd/builder.go
index 9907e54e..fd202221 100644
--- a/pkg/cmd/builder.go
+++ b/pkg/cmd/builder.go
@@ -243,7 +243,7 @@ func mergeOpenAPIDefinitions(definitionsGetters []openapicommon.GetOpenAPIDefini
 	}
 }
 
-func (b *AdapterBase) defaultOpenAPIConfig() *openapicommon.Config {
+func (b *AdapterBase) defaultOpenAPIConfig(createConfig func(getDefinitions openapicommon.GetOpenAPIDefinitions, defNamer *openapinamer.DefinitionNamer) *openapicommon.Config) *openapicommon.Config {
 	definitionsGetters := []openapicommon.GetOpenAPIDefinitions{generatedcore.GetOpenAPIDefinitions}
 	if b.cmProvider != nil {
 		definitionsGetters = append(definitionsGetters, generatedcustommetrics.GetOpenAPIDefinitions)
@@ -252,7 +252,7 @@ func (b *AdapterBase) defaultOpenAPIConfig() *openapicommon.Config {
 		definitionsGetters = append(definitionsGetters, generatedexternalmetrics.GetOpenAPIDefinitions)
 	}
 	getAPIDefinitions := mergeOpenAPIDefinitions(definitionsGetters)
-	openAPIConfig := genericapiserver.DefaultOpenAPIConfig(getAPIDefinitions, openapinamer.NewDefinitionNamer(apiserver.Scheme))
+	openAPIConfig := createConfig(getAPIDefinitions, openapinamer.NewDefinitionNamer(apiserver.Scheme))
 	openAPIConfig.Info.Title = b.Name
 	openAPIConfig.Info.Version = "1.0.0"
 	return openAPIConfig
@@ -271,9 +271,12 @@ func (b *AdapterBase) Config() (*apiserver.Config, error) {
 		}
 
 		if b.OpenAPIConfig == nil {
-			b.OpenAPIConfig = b.defaultOpenAPIConfig()
+			b.OpenAPIConfig = b.defaultOpenAPIConfig(genericapiserver.DefaultOpenAPIConfig)
 		}
 		b.CustomMetricsAdapterServerOptions.OpenAPIConfig = b.OpenAPIConfig
+		if b.OpenAPIV3Config == nil {
+			b.OpenAPIV3Config = b.defaultOpenAPIConfig(genericapiserver.DefaultOpenAPIV3Config)
+		}
 
 		if errList := b.CustomMetricsAdapterServerOptions.Validate(); len(errList) > 0 {
 			return nil, utilerrors.NewAggregate(errList)
diff --git a/pkg/cmd/builder_test.go b/pkg/cmd/builder_test.go
index 0eba2347..7e5a1b95 100644
--- a/pkg/cmd/builder_test.go
+++ b/pkg/cmd/builder_test.go
@@ -21,6 +21,7 @@ import (
 
 	"github.com/stretchr/testify/assert"
 
+	genericapiserver "k8s.io/apiserver/pkg/server"
 	"k8s.io/kube-openapi/pkg/builder"
 
 	"sigs.k8s.io/custom-metrics-apiserver/pkg/provider/fake"
@@ -29,7 +30,7 @@ import (
 func TestDefaultOpenAPIConfig(t *testing.T) {
 	t.Run("no metric", func(t *testing.T) {
 		adapter := &AdapterBase{}
-		config := adapter.defaultOpenAPIConfig()
+		config := adapter.defaultOpenAPIConfig(genericapiserver.DefaultOpenAPIConfig)
 
 		_, err1 := builder.BuildOpenAPIDefinitionsForResources(config, "k8s.io/metrics/pkg/apis/custom_metrics/v1beta2.MetricValue")
 		// Should err, because no provider is installed
@@ -44,7 +45,7 @@ func TestDefaultOpenAPIConfig(t *testing.T) {
 		adapter.WithCustomMetrics(fake.NewProvider())
 		adapter.WithExternalMetrics(fake.NewProvider())
 
-		config := adapter.defaultOpenAPIConfig()
+		config := adapter.defaultOpenAPIConfig(genericapiserver.DefaultOpenAPIConfig)
 
 		_, err1 := builder.BuildOpenAPIDefinitionsForResources(config, "k8s.io/metrics/pkg/apis/custom_metrics/v1beta2.MetricValue")
 		// Should NOT err
diff --git a/pkg/cmd/options/options.go b/pkg/cmd/options/options.go
index 93af05ab..16f943e9 100644
--- a/pkg/cmd/options/options.go
+++ b/pkg/cmd/options/options.go
@@ -39,8 +39,9 @@ type CustomMetricsAdapterServerOptions struct {
 	Audit          *genericoptions.AuditOptions
 	Features       *genericoptions.FeatureOptions
 
-	OpenAPIConfig *openapicommon.Config
-	EnableMetrics bool
+	OpenAPIConfig   *openapicommon.Config
+	OpenAPIV3Config *openapicommon.Config
+	EnableMetrics   bool
 }
 
 // NewCustomMetricsAdapterServerOptions creates a new instance of
@@ -106,6 +107,9 @@ func (o *CustomMetricsAdapterServerOptions) ApplyTo(serverConfig *genericapiserv
 	if o.OpenAPIConfig != nil {
 		serverConfig.OpenAPIConfig = o.OpenAPIConfig
 	}
+	if o.OpenAPIV3Config != nil {
+		serverConfig.OpenAPIV3Config = o.OpenAPIV3Config
+	}
 
 	serverConfig.EnableMetrics = o.EnableMetrics