diff --git a/stix2/datastore/memory.py b/stix2/datastore/memory.py
index 52bf4c8..52da168 100644
--- a/stix2/datastore/memory.py
+++ b/stix2/datastore/memory.py
@@ -10,7 +10,6 @@ from stix2.base import _STIXBase
 from stix2.core import parse
 from stix2.datastore import DataSink, DataSource, DataStoreMixin
 from stix2.datastore.filters import FilterSet, apply_common_filters
-from stix2.utils import is_marking
 
 
 def _add(store, stix_data, allow_custom=True, version=None):
@@ -47,12 +46,10 @@ def _add(store, stix_data, allow_custom=True, version=None):
         else:
             stix_obj = parse(stix_data, allow_custom, version)
 
-        # Map ID directly to the object, if it is a marking.  Otherwise,
-        # map to a family, so we can track multiple versions.
-        if is_marking(stix_obj):
-            store._data[stix_obj["id"]] = stix_obj
-
-        else:
+        # Map ID to a _ObjectFamily if the object is versioned, so we can track
+        # multiple versions.  Otherwise, map directly to the object.  All
+        # versioned objects should have a "modified" property.
+        if "modified" in stix_obj:
             if stix_obj["id"] in store._data:
                 obj_family = store._data[stix_obj["id"]]
             else:
@@ -61,6 +58,9 @@ def _add(store, stix_data, allow_custom=True, version=None):
 
             obj_family.add(stix_obj)
 
+        else:
+            store._data[stix_obj["id"]] = stix_obj
+
 
 class _ObjectFamily(object):
     """
@@ -267,12 +267,12 @@ class MemorySource(DataSource):
         """
         stix_obj = None
 
-        if is_marking(stix_id):
-            stix_obj = self._data.get(stix_id)
-        else:
-            object_family = self._data.get(stix_id)
-            if object_family:
-                stix_obj = object_family.latest_version
+        mapped_value = self._data.get(stix_id)
+        if mapped_value:
+            if isinstance(mapped_value, _ObjectFamily):
+                stix_obj = mapped_value.latest_version
+            else:
+                stix_obj = mapped_value
 
         if stix_obj:
             all_filters = list(
@@ -300,17 +300,13 @@ class MemorySource(DataSource):
 
         """
         results = []
-        stix_objs_to_filter = None
-        if is_marking(stix_id):
-            stix_obj = self._data.get(stix_id)
-            if stix_obj:
-                stix_objs_to_filter = [stix_obj]
-        else:
-            object_family = self._data.get(stix_id)
-            if object_family:
-                stix_objs_to_filter = object_family.all_versions.values()
+        mapped_value = self._data.get(stix_id)
+        if mapped_value:
+            if isinstance(mapped_value, _ObjectFamily):
+                stix_objs_to_filter = mapped_value.all_versions.values()
+            else:
+                stix_objs_to_filter = [mapped_value]
 
-        if stix_objs_to_filter:
             all_filters = list(
                 itertools.chain(
                     _composite_filters or [],
diff --git a/stix2/test/v20/test_datastore_memory.py b/stix2/test/v20/test_datastore_memory.py
index fba96dd..c86f94d 100644
--- a/stix2/test/v20/test_datastore_memory.py
+++ b/stix2/test/v20/test_datastore_memory.py
@@ -423,3 +423,24 @@ def test_object_family_internal_components(mem_source):
 
     assert "latest=2017-01-27 13:49:53.936000+00:00>>" in str_representation
     assert "latest=2017-01-27 13:49:53.936000+00:00>>" in repr_representation
+
+
+def test_unversioned_objects(mem_store):
+    marking = {
+        "type": "marking-definition",
+        "id": "marking-definition--48e83cde-e902-4404-85b3-6e81f75ccb62",
+        "created": "1988-01-02T16:44:04.000Z",
+        "definition_type": "statement",
+        "definition": {
+            "statement": "Copyright (C) ACME Corp."
+        }
+    }
+
+    mem_store.add(marking)
+
+    obj = mem_store.get(marking["id"])
+    assert obj["id"] == marking["id"]
+
+    objs = mem_store.all_versions(marking["id"])
+    assert len(objs) == 1
+    assert objs[0]["id"] == marking["id"]
diff --git a/stix2/test/v21/test_datastore_memory.py b/stix2/test/v21/test_datastore_memory.py
index 4f63a06..ad61431 100644
--- a/stix2/test/v21/test_datastore_memory.py
+++ b/stix2/test/v21/test_datastore_memory.py
@@ -438,3 +438,38 @@ def test_object_family_internal_components(mem_source):
 
     assert "latest=2017-01-27 13:49:53.936000+00:00>>" in str_representation
     assert "latest=2017-01-27 13:49:53.936000+00:00>>" in repr_representation
+
+
+def test_unversioned_objects(mem_store):
+    marking = {
+        "type": "marking-definition",
+        "spec_version": "2.1",
+        "id": "marking-definition--48e83cde-e902-4404-85b3-6e81f75ccb62",
+        "created": "1988-01-02T16:44:04.000Z",
+        "definition_type": "statement",
+        "definition": {
+            "statement": "Copyright (C) ACME Corp."
+        }
+    }
+
+    file_sco = {
+        "type": "file",
+        "id": "file--bbd59c0c-1aa4-44f1-96de-80b8325372c7",
+        "name": "cats.png"
+    }
+
+    mem_store.add([marking, file_sco])
+
+    obj = mem_store.get(marking["id"])
+    assert obj["id"] == marking["id"]
+
+    obj = mem_store.get(file_sco["id"])
+    assert obj["id"] == file_sco["id"]
+
+    objs = mem_store.all_versions(marking["id"])
+    assert len(objs) == 1
+    assert objs[0]["id"] == marking["id"]
+
+    objs = mem_store.all_versions(file_sco["id"])
+    assert len(objs) == 1
+    assert objs[0]["id"] == file_sco["id"]