diff --git a/onnxscript/rewriter/__init__.py b/onnxscript/rewriter/__init__.py
index 78eb4398f3..fb93bc703f 100644
--- a/onnxscript/rewriter/__init__.py
+++ b/onnxscript/rewriter/__init__.py
@@ -5,6 +5,7 @@
 from typing import Sequence, TypeVar, Union
 
 __all__ = [
+    "merge_metadata",
     "pattern",
     "rewrite",
     "RewritePass",
@@ -31,6 +32,7 @@
     RewriteRule,
     RewriteRuleClassBase,
     RewriteRuleSet,
+    merge_metadata,
 )
 from onnxscript.rewriter.rules.common import (
     _basic_rules,
diff --git a/onnxscript/rewriter/_rewrite_rule.py b/onnxscript/rewriter/_rewrite_rule.py
index 9c88aa848e..7c73a738ce 100644
--- a/onnxscript/rewriter/_rewrite_rule.py
+++ b/onnxscript/rewriter/_rewrite_rule.py
@@ -18,6 +18,7 @@
 import onnxscript.rewriter._ir_utils as _ir_utils
 import onnxscript.rewriter._matcher as _matcher
 import onnxscript.rewriter._pattern_ir as _pattern_ir
+import onnxscript.utils.metadata_merger as metadata_merger
 from onnxscript import ir
 from onnxscript.ir import _tape, convenience
 
@@ -614,6 +615,15 @@ def _get_new_overload(model: ir.Model, domain: str, name: str) -> str:
         overload += 1
 
 
+_default_metadata_merger: metadata_merger.MetadataMerger = metadata_merger.MetadataMerger(
+    {RULE_NAME_TAG: metadata_merger.comma_separator_merger}
+)
+
+# TODO(rama): Generalize this to support custom metadata mergers. For now, we just allow
+# enabling/disabling the default merger.
+merge_metadata: bool = True
+
+
 class RewriteRuleSet:
     def __init__(self, rules: Sequence[RewriteRule], *, commute: bool = False) -> None:
         if not rules:
@@ -740,6 +750,11 @@ def _apply_to_graph_or_function(
                     delta.new_outputs,
                 )
 
+                if merge_metadata:
+                    _default_metadata_merger.copy_merged_metadata(
+                        delta.match.nodes, delta.new_nodes
+                    )
+
                 count += 1
                 break
 
diff --git a/onnxscript/utils/metadata_merger.py b/onnxscript/utils/metadata_merger.py
new file mode 100644
index 0000000000..121d8db8c8
--- /dev/null
+++ b/onnxscript/utils/metadata_merger.py
@@ -0,0 +1,99 @@
+# Copyright (c) Microsoft Corporation.
+# Licensed under the MIT License.
+"""Merging metadata_props"""
+
+from __future__ import annotations
+
+from typing import Callable, Iterable
+
+import onnx_ir as ir
+
+# Utilities for merging metadata properties, represented as strings.
+# The merging-logic will take care of special cases like missing metadata or
+# empty string metadata, and so the functions defined below need not handle
+# special cases like empty string. (This does assume that an empty string is
+# the same as no metadata, which is a reasonable assumption for most metadata.)
+
+StringMerger = Callable[[str, str], str]
+
+
+def overwrite(_: str, new: str) -> str:
+    return new
+
+
+def join(separator: str) -> StringMerger:
+    """Creates a StringMerger that joins two strings with the given separator.
+
+    Args:
+        separator (str): The separator to use when joining the strings.
+
+    Returns:
+        StringMerger: A function that joins two strings with the specified separator.
+    """
+
+    def merger(first: str, second: str) -> str:
+        return f"{first}{separator}{second}"
+
+    return merger
+
+
+comma_separator_merger = join(", ")
+
+
+class MetadataMerger:
+    """Merges metadata properties using specified merging logic.
+
+    Attributes:
+        mergers: A mapping from metadata property keys to their corresponding merging functions.
+        default: The default merging function to use when a specific key does not have a defined merger.
+           If None, the first value is used. (Specify `overwrite` to always use the second value.)
+    """
+
+    def __init__(
+        self, mergers: dict[str, StringMerger], default: StringMerger | None = None
+    ) -> None:
+        self.mergers = mergers
+        self.default = default
+
+    def update_dict(self, updated: dict[str, str], updates: dict[str, str]) -> None:
+        """Updates the first metadata property dictionary with values from the second.
+
+        Args:
+            updated: The metadata dictionary to be updated.
+            updates: The updates metadata dictionary.
+        """
+        for key, new_value in updates.items():
+            if new_value == "":
+                continue
+            if (key in updated) and ((updated_value := updated[key]) != ""):
+                merger = self.mergers.get(key, self.default)
+                if merger is not None:
+                    updated[key] = merger(updated_value, new_value)
+            else:
+                updated[key] = new_value
+
+    def copy_merged_metadata(
+        self, from_nodes: Iterable[ir.Node], to: ir.Node | Iterable[ir.Node]
+    ) -> None:
+        """Merges metadata from multiple nodes and assigns it to one or more target nodes.
+
+        Args:
+            from_nodes: The source nodes from which to merge metadata.
+            to: The target node(s) to which the merged metadata will be assigned.
+        """
+        if isinstance(to, ir.Node):
+            updated = to.metadata_props
+            for node in from_nodes:
+                self.update_dict(updated, node.metadata_props)
+        elif len(to) == 1:
+            # Handle single node in iterable case
+            target_node = next(iter(to))
+            updated = target_node.metadata_props
+            for node in from_nodes:
+                self.update_dict(updated, node.metadata_props)
+        else:
+            merged_metadata: dict[str, str] = {}
+            for node in from_nodes:
+                self.update_dict(merged_metadata, node.metadata_props)
+            for target_node in to:
+                self.update_dict(target_node.metadata_props, merged_metadata)