diff --git a/memory/utils/aggregation_utils.py b/memory/utils/aggregation_utils.py
new file mode 100644
index 0000000000..6de63f1ba1
--- /dev/null
+++ b/memory/utils/aggregation_utils.py
@@ -0,0 +1,56 @@
+#
+#  Copyright 2025 The InfiniFlow Authors. All Rights Reserved.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use it 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.
+#
+
+"""Pure aggregation helpers for search results (no heavy dependencies)."""
+
+
+def aggregate_by_field(messages: list | None, field_name: str) -> list[tuple[str, int]]:
+    """Aggregate message documents by a field; returns [(value, count), ...].
+
+    Handles pre-aggregated rows (dicts with "value" and "count") and
+    per-doc field values (str or list of str).
+    """
+    if not messages:
+        return []
+
+    counts: dict[str, int] = {}
+    result: list[tuple[str, int]] = []
+
+    for doc in messages:
+        if "value" in doc and "count" in doc:
+            result.append((doc["value"], doc["count"]))
+            continue
+
+        if field_name not in doc:
+            continue
+
+        v = doc[field_name]
+        if isinstance(v, list):
+            for vv in v:
+                if isinstance(vv, str):
+                    key = vv.strip()
+                    if key:
+                        counts[key] = counts.get(key, 0) + 1
+        elif isinstance(v, str):
+            key = v.strip()
+            if key:
+                counts[key] = counts.get(key, 0) + 1
+
+    if counts:
+        for k, v in counts.items():
+            result.append((k, v))
+
+    return result
diff --git a/memory/utils/ob_conn.py b/memory/utils/ob_conn.py
index bf8ac40050..09c976e2ca 100644
--- a/memory/utils/ob_conn.py
+++ b/memory/utils/ob_conn.py
@@ -24,6 +24,7 @@ from sqlalchemy import Column, String, Integer
 from sqlalchemy.dialects.mysql import LONGTEXT
 
 from common.decorator import singleton
+from memory.utils.aggregation_utils import aggregate_by_field
 from common.doc_store.doc_store_base import MatchExpr, OrderByExpr, FusionExpr, MatchTextExpr, MatchDenseExpr
 from common.doc_store.ob_conn_base import OBConnectionBase, get_value_str, vector_search_template
 from common.float_utils import get_float
@@ -609,5 +610,10 @@ class OBConnection(OBConnectionBase):
 
     def get_aggregation(self, res, field_name: str):
         """Get aggregation for search results."""
-        # TODO: Implement aggregation functionality for OceanBase memory
-        return []
+        if isinstance(res, tuple):
+            res_obj = res[0]
+        else:
+            res_obj = res
+
+        messages = getattr(res_obj, "messages", None)
+        return aggregate_by_field(messages, field_name)
diff --git a/test/unit_test/memory/utils/test_ob_conn_aggregation.py b/test/unit_test/memory/utils/test_ob_conn_aggregation.py
new file mode 100644
index 0000000000..cf136eb208
--- /dev/null
+++ b/test/unit_test/memory/utils/test_ob_conn_aggregation.py
@@ -0,0 +1,55 @@
+#
+#  Copyright 2025 The InfiniFlow Authors. All Rights Reserved.
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use it 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.
+#
+
+"""Unit tests for OceanBase memory aggregation.
+
+Tests the pure aggregation logic used by OBConnection.get_aggregation,
+without requiring a real OceanBase instance or heavy dependencies.
+"""
+
+from memory.utils.aggregation_utils import aggregate_by_field
+
+
+class TestAggregateByField:
+    """Tests for aggregate_by_field (used by get_aggregation)."""
+
+    def test_empty_messages_returns_empty_list(self):
+        assert aggregate_by_field([], "message_type_kwd") == []
+        assert aggregate_by_field(None, "message_type_kwd") == []
+
+    def test_aggregates_field_values(self):
+        messages = [
+            {"id": "m1", "message_type_kwd": "user", "content_ltks": "a", "message_id": "msg1", "memory_id": "mem1", "status_int": 1},
+            {"id": "m2", "message_type_kwd": "assistant", "content_ltks": "b", "message_id": "msg2", "memory_id": "mem1", "status_int": 1},
+            {"id": "m3", "message_type_kwd": "user", "content_ltks": "c", "message_id": "msg3", "memory_id": "mem1", "status_int": 1},
+        ]
+        out = aggregate_by_field(messages, "message_type_kwd")
+        assert set(out) == {("user", 2), ("assistant", 1)}
+
+    def test_single_doc_result(self):
+        messages = [
+            {"id": "m1", "message_type_kwd": "user", "content_ltks": "x", "message_id": "msg1", "memory_id": "mem1", "status_int": 1}
+        ]
+        out = aggregate_by_field(messages, "message_type_kwd")
+        assert out == [("user", 1)]
+
+    def test_pre_aggregated_value_count_rows(self):
+        messages = [
+            {"value": "user", "count": 2},
+            {"value": "assistant", "count": 1},
+        ]
+        out = aggregate_by_field(messages, "message_type_kwd")
+        assert set(out) == {("user", 2), ("assistant", 1)}