diff --git a/pkg/mcp/testdata/toolsets-core-tools.json b/pkg/mcp/testdata/toolsets-core-tools.json
index 4244a9534..2d43cc2d1 100644
--- a/pkg/mcp/testdata/toolsets-core-tools.json
+++ b/pkg/mcp/testdata/toolsets-core-tools.json
@@ -456,6 +456,10 @@
           "description": "apiVersion of the resource (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "kind": {
           "description": "kind of the resource (examples of valid kind are: Pod, Service, Deployment, Ingress)",
           "type": "string"
@@ -493,6 +497,10 @@
           "description": "apiVersion of the resources (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "fieldSelector": {
           "description": "Optional Kubernetes field selector to filter resources by field values (e.g. 'status.phase=Running', 'metadata.name=myresource'). Supported fields vary by resource type. For Pods: metadata.name, metadata.namespace, spec.nodeName, spec.restartPolicy, spec.schedulerName, spec.serviceAccountName, status.phase (Pending/Running/Succeeded/Failed/Unknown), status.podIP, status.nominatedNodeName. See https://kubernetes.io/docs/concepts/overview/working-with-objects/field-selectors/",
           "pattern": "^[.\\-A-Za-z0-9]+([=!,]{1,2}[.\\-A-Za-z0-9]+)+$",
diff --git a/pkg/mcp/testdata/toolsets-full-tools-multicluster-enum.json b/pkg/mcp/testdata/toolsets-full-tools-multicluster-enum.json
index 75a1f2eef..9bf5e75be 100644
--- a/pkg/mcp/testdata/toolsets-full-tools-multicluster-enum.json
+++ b/pkg/mcp/testdata/toolsets-full-tools-multicluster-enum.json
@@ -723,6 +723,10 @@
           "description": "apiVersion of the resource (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "context": {
           "description": "Optional parameter selecting which context to run the tool in. Defaults to fake-context if not set",
           "enum": [
@@ -768,6 +772,10 @@
           "description": "apiVersion of the resources (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "context": {
           "description": "Optional parameter selecting which context to run the tool in. Defaults to fake-context if not set",
           "enum": [
diff --git a/pkg/mcp/testdata/toolsets-full-tools-multicluster.json b/pkg/mcp/testdata/toolsets-full-tools-multicluster.json
index 849703a67..ad96d98f7 100644
--- a/pkg/mcp/testdata/toolsets-full-tools-multicluster.json
+++ b/pkg/mcp/testdata/toolsets-full-tools-multicluster.json
@@ -651,6 +651,10 @@
           "description": "apiVersion of the resource (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "context": {
           "description": "Optional parameter selecting which context to run the tool in. Defaults to fake-context if not set",
           "type": "string"
@@ -692,6 +696,10 @@
           "description": "apiVersion of the resources (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "context": {
           "description": "Optional parameter selecting which context to run the tool in. Defaults to fake-context if not set",
           "type": "string"
diff --git a/pkg/mcp/testdata/toolsets-full-tools-openshift.json b/pkg/mcp/testdata/toolsets-full-tools-openshift.json
index 9dbd1e09d..9e0d497e3 100644
--- a/pkg/mcp/testdata/toolsets-full-tools-openshift.json
+++ b/pkg/mcp/testdata/toolsets-full-tools-openshift.json
@@ -577,6 +577,10 @@
           "description": "apiVersion of the resource (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "kind": {
           "description": "kind of the resource (examples of valid kind are: Pod, Service, Deployment, Ingress)",
           "type": "string"
@@ -614,6 +618,10 @@
           "description": "apiVersion of the resources (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "fieldSelector": {
           "description": "Optional Kubernetes field selector to filter resources by field values (e.g. 'status.phase=Running', 'metadata.name=myresource'). Supported fields vary by resource type. For Pods: metadata.name, metadata.namespace, spec.nodeName, spec.restartPolicy, spec.schedulerName, spec.serviceAccountName, status.phase (Pending/Running/Succeeded/Failed/Unknown), status.podIP, status.nominatedNodeName. See https://kubernetes.io/docs/concepts/overview/working-with-objects/field-selectors/",
           "pattern": "^[.\\-A-Za-z0-9]+([=!,]{1,2}[.\\-A-Za-z0-9]+)+$",
diff --git a/pkg/mcp/testdata/toolsets-full-tools.json b/pkg/mcp/testdata/toolsets-full-tools.json
index 8db8967b1..4a80a1e44 100644
--- a/pkg/mcp/testdata/toolsets-full-tools.json
+++ b/pkg/mcp/testdata/toolsets-full-tools.json
@@ -562,6 +562,10 @@
           "description": "apiVersion of the resource (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "kind": {
           "description": "kind of the resource (examples of valid kind are: Pod, Service, Deployment, Ingress)",
           "type": "string"
@@ -599,6 +603,10 @@
           "description": "apiVersion of the resources (examples of valid apiVersion are: v1, apps/v1, networking.k8s.io/v1)",
           "type": "string"
         },
+        "clean_metadata": {
+          "description": "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+          "type": "boolean"
+        },
         "fieldSelector": {
           "description": "Optional Kubernetes field selector to filter resources by field values (e.g. 'status.phase=Running', 'metadata.name=myresource'). Supported fields vary by resource type. For Pods: metadata.name, metadata.namespace, spec.nodeName, spec.restartPolicy, spec.schedulerName, spec.serviceAccountName, status.phase (Pending/Running/Succeeded/Failed/Unknown), status.podIP, status.nominatedNodeName. See https://kubernetes.io/docs/concepts/overview/working-with-objects/field-selectors/",
           "pattern": "^[.\\-A-Za-z0-9]+([=!,]{1,2}[.\\-A-Za-z0-9]+)+$",
diff --git a/pkg/output/output.go b/pkg/output/output.go
index c558ae9df..892a01f81 100644
--- a/pkg/output/output.go
+++ b/pkg/output/output.go
@@ -95,22 +95,24 @@ func (p *table) PrintObj(obj runtime.Unstructured) (string, error) {
 	return buf.String(), err
 }
 
-func MarshalYaml(v any) (string, error) {
+func MarshalYaml(v any, opts ...MarshalOption) (string, error) {
+	var cfg marshalConfig
+	for _, o := range opts {
+		o(&cfg)
+	}
+	if cfg.clean {
+		switch t := v.(type) {
+		case *unstructured.UnstructuredList:
+			for i := range t.Items {
+				cleanMetadata(&t.Items[i])
+			}
+		case *unstructured.Unstructured:
+			cleanMetadata(t)
+		}
+	}
 	switch t := v.(type) {
-	//case unstructured.UnstructuredList:
-	//	for i := range t.Items {
-	//		t.Items[i].SetManagedFields(nil)
-	//	}
-	//	v = t.Items
 	case *unstructured.UnstructuredList:
-		for i := range t.Items {
-			t.Items[i].SetManagedFields(nil)
-		}
 		v = t.Items
-	//case unstructured.Unstructured:
-	//	t.SetManagedFields(nil)
-	case *unstructured.Unstructured:
-		t.SetManagedFields(nil)
 	}
 	ret, err := yml.Marshal(v)
 	if err != nil {
@@ -119,6 +121,37 @@ func MarshalYaml(v any) (string, error) {
 	return string(ret), nil
 }
 
+type marshalConfig struct {
+	clean bool
+}
+
+// MarshalOption configures MarshalYaml behaviour.
+type MarshalOption func(*marshalConfig)
+
+// WithCleanMetadata strips verbose metadata (managedFields, resourceVersion, uid, etc.)
+// that provides no diagnostic value to the LLM.
+func WithCleanMetadata() MarshalOption {
+	return func(c *marshalConfig) { c.clean = true }
+}
+
+// cleanMetadata strips verbose metadata that provides no diagnostic value to the LLM.
+func cleanMetadata(obj *unstructured.Unstructured) {
+	obj.SetManagedFields(nil)
+	obj.SetResourceVersion("")
+	obj.SetUID("")
+	obj.SetGeneration(0)
+
+	annotations := obj.GetAnnotations()
+	if annotations != nil {
+		delete(annotations, "kubectl.kubernetes.io/last-applied-configuration")
+		if len(annotations) == 0 {
+			obj.SetAnnotations(nil)
+		} else {
+			obj.SetAnnotations(annotations)
+		}
+	}
+}
+
 func init() {
 	Names = make([]string, 0)
 	for _, output := range Outputs {
diff --git a/pkg/toolsets/core/resources.go b/pkg/toolsets/core/resources.go
index cfefdd396..ec29c6921 100644
--- a/pkg/toolsets/core/resources.go
+++ b/pkg/toolsets/core/resources.go
@@ -39,6 +39,10 @@ func initResources(o api.Openshift) []api.ServerTool {
 						Type:        "string",
 						Description: "Optional Namespace to retrieve the namespaced resources from (ignored in case of cluster scoped resources). If not provided, will list resources from all namespaces",
 					},
+					"clean_metadata": {
+						Type:        "boolean",
+						Description: "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+					},
 					"labelSelector": {
 						Type:        "string",
 						Description: "Optional Kubernetes label selector (e.g. 'app=myapp,env=prod' or 'app in (myapp,yourapp)'), use this option when you want to filter the resources by label",
@@ -77,6 +81,10 @@ func initResources(o api.Openshift) []api.ServerTool {
 						Type:        "string",
 						Description: "Optional Namespace to retrieve the namespaced resource from (ignored in case of cluster scoped resources). If not provided, will get resource from configured namespace",
 					},
+					"clean_metadata": {
+						Type:        "boolean",
+						Description: "If true, strips verbose metadata (managedFields, resourceVersion, uid, generation, last-applied-configuration) from the output. Useful for diagnostics where only spec/status matter.",
+					},
 					"name": {
 						Type:        "string",
 						Description: "Name of the resource",
@@ -225,7 +233,14 @@ func resourcesList(params api.ToolHandlerParams) (*api.ToolCallResult, error) {
 	if err != nil {
 		return api.NewToolCallResult("", fmt.Errorf("failed to list resources: %w", err)), nil
 	}
-	return api.NewToolCallResult(params.ListOutput.PrintObj(ret)), nil
+	if params.ListOutput.AsTable() {
+		return api.NewToolCallResult(params.ListOutput.PrintObj(ret)), nil
+	}
+	var marshalOpts []output.MarshalOption
+	if clean, _ := params.GetArguments()["clean_metadata"].(bool); clean {
+		marshalOpts = append(marshalOpts, output.WithCleanMetadata())
+	}
+	return api.NewToolCallResult(output.MarshalYaml(ret, marshalOpts...)), nil
 }
 
 func resourcesGet(params api.ToolHandlerParams) (*api.ToolCallResult, error) {
@@ -256,7 +271,11 @@ func resourcesGet(params api.ToolHandlerParams) (*api.ToolCallResult, error) {
 	if err != nil {
 		return api.NewToolCallResult("", fmt.Errorf("failed to get resource: %w", err)), nil
 	}
-	return api.NewToolCallResult(output.MarshalYaml(ret)), nil
+	var marshalOpts []output.MarshalOption
+	if clean, _ := params.GetArguments()["clean_metadata"].(bool); clean {
+		marshalOpts = append(marshalOpts, output.WithCleanMetadata())
+	}
+	return api.NewToolCallResult(output.MarshalYaml(ret, marshalOpts...)), nil
 }
 
 func resourcesCreateOrUpdate(params api.ToolHandlerParams) (*api.ToolCallResult, error) {