diff --git a/compiler/luci/import/include/luci/Import/Nodes.h b/compiler/luci/import/include/luci/Import/Nodes.h
index f3f4871b469..6fcd5d975d0 100644
--- a/compiler/luci/import/include/luci/Import/Nodes.h
+++ b/compiler/luci/import/include/luci/Import/Nodes.h
@@ -107,6 +107,7 @@
 #include "Nodes/CircleResizeNearestNeighbor.h"
 #include "Nodes/CircleReverseSequence.h"
 #include "Nodes/CircleReverseV2.h"
+#include "Nodes/CircleRmsNorm.h"
 #include "Nodes/CircleRound.h"
 #include "Nodes/CircleRsqrt.h"
 #include "Nodes/CircleScatterNd.h"
diff --git a/compiler/luci/import/include/luci/Import/Nodes/CircleRmsNorm.h b/compiler/luci/import/include/luci/Import/Nodes/CircleRmsNorm.h
new file mode 100644
index 00000000000..a2ebcdf657b
--- /dev/null
+++ b/compiler/luci/import/include/luci/Import/Nodes/CircleRmsNorm.h
@@ -0,0 +1,37 @@
+/*
+ * Copyright (c) 2024 Samsung Electronics Co., Ltd. All Rights Reserved
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#ifndef __LUCI_IMPORT_OP_CIRCLE_RMS_NORM_H__
+#define __LUCI_IMPORT_OP_CIRCLE_RMS_NORM_H__
+
+#include "luci/Import/GraphBuilder.h"
+
+namespace luci
+{
+
+class CircleRmsNormGraphBuilder : public GraphBuilder
+{
+public:
+  bool validate(const ValidateArgs &args) const final;
+
+private:
+  CircleNode *build_node(const circle::OperatorT &op, const std::vector<CircleNode *> &inputs,
+                         loco::Graph *graph) const final;
+};
+
+} // namespace luci
+
+#endif // __LUCI_IMPORT_OP_CIRCLE_RMS_NORM_H__
diff --git a/compiler/luci/import/src/GraphBuilderRegistry.cpp b/compiler/luci/import/src/GraphBuilderRegistry.cpp
index 29edf8348f3..1e2e8837029 100644
--- a/compiler/luci/import/src/GraphBuilderRegistry.cpp
+++ b/compiler/luci/import/src/GraphBuilderRegistry.cpp
@@ -116,6 +116,7 @@ GraphBuilderRegistry::GraphBuilderRegistry()
   CIRCLE_NODE(RESIZE_NEAREST_NEIGHBOR, CircleResizeNearestNeighborGraphBuilder);           // 97
   CIRCLE_NODE(REVERSE_SEQUENCE, CircleReverseSequenceGraphBuilder);                        // 112
   CIRCLE_NODE(REVERSE_V2, CircleReverseV2GraphBuilder);                                    // 105
+  CIRCLE_NODE(RMS_NORM, CircleRmsNormGraphBuilder);                                        // 255
   CIRCLE_NODE(ROUND, CircleRoundGraphBuilder);                                             // 116
   CIRCLE_NODE(RSQRT, CircleRsqrtGraphBuilder);                                             // 76
   CIRCLE_NODE(SCATTER_ND, CircleScatterNdGraphBuilder);                                    // 122
diff --git a/compiler/luci/import/src/Nodes/CircleRmsNorm.cpp b/compiler/luci/import/src/Nodes/CircleRmsNorm.cpp
new file mode 100644
index 00000000000..28fef764a65
--- /dev/null
+++ b/compiler/luci/import/src/Nodes/CircleRmsNorm.cpp
@@ -0,0 +1,47 @@
+/*
+ * Copyright (c) 2024 Samsung Electronics Co., Ltd. All Rights Reserved
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "luci/Import/Nodes/CircleRmsNorm.h"
+
+#include <luci/IR/Nodes/CircleRmsNorm.h>
+
+#include <loco.h>
+
+namespace luci
+{
+
+bool CircleRmsNormGraphBuilder::validate(const ValidateArgs &args) const
+{
+  // TODO check dtypes
+  return GraphBuilder::validate(args, 3);
+}
+
+CircleNode *CircleRmsNormGraphBuilder::build_node(const circle::OperatorT &op,
+                                                  const std::vector<CircleNode *> &inputs,
+                                                  loco::Graph *graph) const
+{
+  auto *node = graph->nodes()->create<CircleRmsNorm>();
+  node->input(inputs.at(0));
+  node->gamma(inputs.at(1));
+  node->beta(inputs.at(2));
+
+  const auto *options = op.builtin_options.AsRmsNormOptions();
+  node->epsilon(options->epsilon);
+
+  return node;
+}
+
+} // namespace luci