diff --git a/muted-tests.yml b/muted-tests.yml
index a803a7ec315ca..cb749e3c1e3e6 100644
--- a/muted-tests.yml
+++ b/muted-tests.yml
@@ -456,27 +456,12 @@ tests:
 - class: org.elasticsearch.xpack.ml.integration.BasicDistributedJobsIT
   method: testFailOverBasics
   issue: https://github.com/elastic/elasticsearch/issues/136778
-- class: org.elasticsearch.xpack.inference.qa.mixed.CohereServiceMixedIT
-  method: testRerank
-  issue: https://github.com/elastic/elasticsearch/issues/136872
-- class: org.elasticsearch.xpack.inference.qa.mixed.CohereServiceMixedIT
-  method: testCohereEmbeddings
-  issue: https://github.com/elastic/elasticsearch/issues/136779
 - class: org.elasticsearch.xpack.search.CrossClusterAsyncSearchIT
   method: testRemoteClusterOnlyCCSWithFailuresOnAllShards
   issue: https://github.com/elastic/elasticsearch/issues/136894
-- class: org.elasticsearch.xpack.esql.qa.mixed.FieldExtractorIT
-  method: testTextFieldWithIpSubfieldMalformed {STORED}
-  issue: https://github.com/elastic/elasticsearch/issues/136917
-- class: org.elasticsearch.xpack.esql.qa.mixed.FieldExtractorIT
-  method: testTextFieldWithKeywordSubfield {STORED}
-  issue: https://github.com/elastic/elasticsearch/issues/136918
 - class: org.elasticsearch.xpack.esql.optimizer.rules.logical.HoistRemoteEnrichTopNTests
   method: testTopNSortExpressionWithinRemoteEnrichAliasing
   issue: https://github.com/elastic/elasticsearch/issues/136957
-- class: org.elasticsearch.xpack.esql.qa.mixed.FieldExtractorIT
-  method: testByteFieldWithIntSubfieldTooBig {NONE}
-  issue: https://github.com/elastic/elasticsearch/issues/137034
 - class: org.elasticsearch.xpack.esql.qa.single_node.GenerativeMetricsIT
   method: test
   issue: https://github.com/elastic/elasticsearch/issues/137071
diff --git a/x-pack/plugin/ml/src/main/java/module-info.java b/x-pack/plugin/ml/src/main/java/module-info.java
index 1013b8e052e4c..a7c498b0a4e61 100644
--- a/x-pack/plugin/ml/src/main/java/module-info.java
+++ b/x-pack/plugin/ml/src/main/java/module-info.java
@@ -32,6 +32,7 @@
     opens org.elasticsearch.xpack.ml to org.elasticsearch.painless.spi; // whitelist resource access
     opens org.elasticsearch.xpack.ml.utils; // for exact.properties access
 
+    provides org.elasticsearch.features.FeatureSpecification with org.elasticsearch.xpack.ml.MachineLearningFeatures;
     provides org.elasticsearch.painless.spi.PainlessExtension with org.elasticsearch.xpack.ml.MachineLearningPainlessExtension;
     provides org.elasticsearch.xpack.autoscaling.AutoscalingExtension with org.elasticsearch.xpack.ml.autoscaling.MlAutoscalingExtension;
 
diff --git a/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/MachineLearningFeatures.java b/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/MachineLearningFeatures.java
new file mode 100644
index 0000000000000..166ed59cdbeb5
--- /dev/null
+++ b/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/MachineLearningFeatures.java
@@ -0,0 +1,22 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+package org.elasticsearch.xpack.ml;
+
+import org.elasticsearch.features.FeatureSpecification;
+import org.elasticsearch.features.NodeFeature;
+
+import java.util.Set;
+
+public class MachineLearningFeatures implements FeatureSpecification {
+
+    public static final NodeFeature COMPONENTS_RESET_ACTION = new NodeFeature("ml.components.reset");
+
+    public Set<NodeFeature> getFeatures() {
+        return Set.of(COMPONENTS_RESET_ACTION);
+    }
+}
diff --git a/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/action/TransportResetMlComponentsAction.java b/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/action/TransportResetMlComponentsAction.java
index 748de68b8c46c..af6998baf4425 100644
--- a/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/action/TransportResetMlComponentsAction.java
+++ b/x-pack/plugin/ml/src/main/java/org/elasticsearch/xpack/ml/action/TransportResetMlComponentsAction.java
@@ -7,17 +7,20 @@
 
 package org.elasticsearch.xpack.ml.action;
 
+import org.elasticsearch.action.ActionListener;
 import org.elasticsearch.action.FailedNodeException;
 import org.elasticsearch.action.support.ActionFilters;
 import org.elasticsearch.action.support.nodes.TransportNodesAction;
 import org.elasticsearch.cluster.node.DiscoveryNode;
 import org.elasticsearch.cluster.service.ClusterService;
 import org.elasticsearch.common.io.stream.StreamInput;
+import org.elasticsearch.features.FeatureService;
 import org.elasticsearch.injection.guice.Inject;
 import org.elasticsearch.tasks.Task;
 import org.elasticsearch.threadpool.ThreadPool;
 import org.elasticsearch.transport.TransportService;
 import org.elasticsearch.xpack.core.ml.action.ResetMlComponentsAction;
+import org.elasticsearch.xpack.ml.MachineLearningFeatures;
 import org.elasticsearch.xpack.ml.inference.TrainedModelStatsService;
 import org.elasticsearch.xpack.ml.notifications.AnomalyDetectionAuditor;
 import org.elasticsearch.xpack.ml.notifications.DataFrameAnalyticsAuditor;
@@ -37,6 +40,7 @@ public class TransportResetMlComponentsAction extends TransportNodesAction<
     private final DataFrameAnalyticsAuditor dfaAuditor;
     private final InferenceAuditor inferenceAuditor;
     private final TrainedModelStatsService trainedModelStatsService;
+    private final FeatureService featureService;
 
     @Inject
     public TransportResetMlComponentsAction(
@@ -47,7 +51,8 @@ public TransportResetMlComponentsAction(
         AnomalyDetectionAuditor anomalyDetectionAuditor,
         DataFrameAnalyticsAuditor dfaAuditor,
         InferenceAuditor inferenceAuditor,
-        TrainedModelStatsService trainedModelStatsService
+        TrainedModelStatsService trainedModelStatsService,
+        FeatureService featureService
     ) {
         super(
             ResetMlComponentsAction.NAME,
@@ -61,6 +66,20 @@ public TransportResetMlComponentsAction(
         this.dfaAuditor = dfaAuditor;
         this.inferenceAuditor = inferenceAuditor;
         this.trainedModelStatsService = trainedModelStatsService;
+        this.featureService = featureService;
+    }
+
+    @Override
+    protected void doExecute(
+        Task task,
+        ResetMlComponentsAction.Request request,
+        ActionListener<ResetMlComponentsAction.Response> listener
+    ) {
+        if (featureService.clusterHasFeature(clusterService.state(), MachineLearningFeatures.COMPONENTS_RESET_ACTION) == false) {
+            listener.onResponse(new ResetMlComponentsAction.Response(clusterService.getClusterName(), List.of(), List.of()));
+        } else {
+            super.doExecute(task, request, listener);
+        }
     }
 
     @Override