diff --git a/argilla/CHANGELOG.md b/argilla/CHANGELOG.md
index e7b8bf6b7b..2136f769ed 100644
--- a/argilla/CHANGELOG.md
+++ b/argilla/CHANGELOG.md
@@ -19,6 +19,7 @@ These are the section headers that we use:
 ### Changed
 
 - Terms metadata properties accept other values than `str`. ([#5594](https://github.com/argilla-io/argilla/pull/5594))
+- Added support for `with_vectors` while fetching records along with a search query. ([#5638](https://github.com/argilla-io/argilla/pull/5638))
 
 ## [2.3.0](https://github.com/argilla-io/argilla/compare/v2.2.2...v2.3.0)
 
diff --git a/argilla/src/argilla/_api/_records.py b/argilla/src/argilla/_api/_records.py
index 3c5f13270b..6581655839 100644
--- a/argilla/src/argilla/_api/_records.py
+++ b/argilla/src/argilla/_api/_records.py
@@ -111,13 +111,15 @@ def search(
         limit: int = 100,
         with_suggestions: bool = True,
         with_responses: bool = True,
-        # TODO: Add support for `with_vectors`
+        with_vectors: Optional[Union[List, bool]] = None,
     ) -> Tuple[List[Tuple[RecordModel, float]], int]:
         include = []
         if with_suggestions:
             include.append("suggestions")
         if with_responses:
             include.append("responses")
+        if with_vectors:
+            include.append(self._represent_vectors_to_include(with_vectors))
         params = {
             "offset": offset,
             "limit": limit,
diff --git a/argilla/src/argilla/records/_dataset_records.py b/argilla/src/argilla/records/_dataset_records.py
index 2887fd69d2..eb9b21afa3 100644
--- a/argilla/src/argilla/records/_dataset_records.py
+++ b/argilla/src/argilla/records/_dataset_records.py
@@ -132,6 +132,7 @@ def _fetch_from_server_with_search(self) -> List[RecordModel]:
             offset=self.__offset,
             with_responses=self.__with_responses,
             with_suggestions=self.__with_suggestions,
+            with_vectors=self.__with_vectors,
         )
         return [record_model for record_model, _ in search_items]