diff --git a/mopidy/frontends/mpris.py b/mopidy/frontends/mpris.py
index a515412c..b3c2af31 100644
--- a/mopidy/frontends/mpris.py
+++ b/mopidy/frontends/mpris.py
@@ -155,8 +155,7 @@ class MprisObject(dbus.service.Object):
             'CanPlay': (False, None),
             # TODO True if CanControl and backend.playback.current_track
             'CanPause': (False, None),
-            # TODO Set to True when the rest is implemented
-            'CanSeek': (False, None),
+            'CanSeek': (self.get_CanSeek, None),
             'CanControl': (self.get_CanControl, None),
         }
 
@@ -398,6 +397,13 @@ class MprisObject(dbus.service.Object):
     def get_Position(self):
         return self.backend.playback.time_position.get() * 1000
 
+    def get_CanSeek(self):
+        if not self.get_CanControl():
+            return False
+        # XXX Should be changed to vary based on capabilities of the current
+        # track if Mopidy starts supporting non-seekable media, like streams.
+        return True
+
     def get_CanControl(self):
         # TODO This could be a setting for the end user to change.
         return True
diff --git a/tests/frontends/mpris/player_interface_test.py b/tests/frontends/mpris/player_interface_test.py
index 26e46184..8c8fb36b 100644
--- a/tests/frontends/mpris/player_interface_test.py
+++ b/tests/frontends/mpris/player_interface_test.py
@@ -177,6 +177,16 @@ class PlayerInterfaceTest(unittest.TestCase):
         result = self.mpris.Get(mpris.PLAYER_IFACE, 'MaximumRate')
         self.assert_(result >= 1.0)
 
+    def test_can_seek_is_true_if_can_control_is_true(self):
+        self.mpris.get_CanControl = lambda *_: True
+        result = self.mpris.Get(mpris.PLAYER_IFACE, 'CanSeek')
+        self.assertTrue(result)
+
+    def test_can_seek_is_false_if_can_control_is_false(self):
+        self.mpris.get_CanControl = lambda *_: False
+        result = self.mpris.Get(mpris.PLAYER_IFACE, 'CanSeek')
+        self.assertFalse(result)
+
     def test_can_control_is_true(self):
         result = self.mpris.Get(mpris.PLAYER_IFACE, 'CanControl')
         self.assertTrue(result)