diff --git a/python/packages/kagent-adk/src/kagent/adk/converters/event_converter.py b/python/packages/kagent-adk/src/kagent/adk/converters/event_converter.py
index fadd1e574..68341b926 100644
--- a/python/packages/kagent-adk/src/kagent/adk/converters/event_converter.py
+++ b/python/packages/kagent-adk/src/kagent/adk/converters/event_converter.py
@@ -32,18 +32,25 @@
 logger = logging.getLogger("kagent_adk." + __name__)
 
 
-def serialize_metadata_value(value: Any) -> str:
-    """Safely serializes metadata values to string format.
+def serialize_metadata_value(value: Any) -> str | dict[str, Any]:
+    """Safely serializes a metadata value for A2A message/event metadata.
+
+    Pydantic values (anything with ``model_dump``) are returned as their
+    JSON-compatible serialized ``dict`` so structured metadata such as
+    ``usage_metadata`` stays machine-readable for consumers (for example the UI
+    reads the token counts as object fields). Everything else is returned as its
+    string representation.
 
     Args:
       value: The value to serialize.
 
     Returns:
-      String representation of the value.
+      The value's JSON-compatible ``model_dump`` dict for Pydantic values,
+      otherwise its string representation.
     """
     if hasattr(value, "model_dump"):
         try:
-            return value.model_dump(exclude_none=True, by_alias=True)
+            return value.model_dump(mode="json", exclude_none=True, by_alias=True)
         except Exception as e:
             logger.warning("Failed to serialize metadata value: %s", e)
             return str(value)
diff --git a/python/packages/kagent-adk/tests/unittests/converters/test_event_converter.py b/python/packages/kagent-adk/tests/unittests/converters/test_event_converter.py
index 62611648c..7292f2291 100644
--- a/python/packages/kagent-adk/tests/unittests/converters/test_event_converter.py
+++ b/python/packages/kagent-adk/tests/unittests/converters/test_event_converter.py
@@ -1,11 +1,13 @@
+from enum import Enum
 from unittest.mock import Mock
 
 import pytest
 from a2a.types import TaskState, TaskStatusUpdateEvent
 from google.genai import types as genai_types
 from kagent.core.a2a import get_kagent_metadata_key
+from pydantic import BaseModel, Field
 
-from kagent.adk.converters.event_converter import convert_event_to_a2a_events
+from kagent.adk.converters.event_converter import convert_event_to_a2a_events, serialize_metadata_value
 
 
 def _create_mock_invocation_context():
@@ -135,3 +137,30 @@ def test_message_carries_task_and_context_ids(self):
         assert message is not None
         assert message.task_id == "task-xyz"
         assert message.context_id == "ctx-xyz"
+
+
+class TestSerializeMetadataValue:
+    """Test cases for serialize_metadata_value."""
+
+    def test_pydantic_value_serializes_to_dump_dict(self):
+        """A Pydantic value serializes to its JSON-compatible model_dump dict so
+        structured metadata (e.g. usage_metadata token counts) stays
+        machine-readable for consumers such as the UI."""
+
+        class _Status(Enum):
+            READY = "ready"
+
+        class _Model(BaseModel):
+            a: int
+            b: str | None = None
+            status: _Status
+            alias_value: str = Field(alias="aliasValue")
+
+        value = _Model(a=1, status=_Status.READY, aliasValue="x")
+
+        result = serialize_metadata_value(value)
+
+        assert result == {"a": 1, "status": "ready", "aliasValue": "x"}
+
+    def test_plain_value_serializes_to_str(self):
+        assert serialize_metadata_value(42) == "42"