diff --git a/cli/command/image/pull.go b/cli/command/image/pull.go
index 57655cf20..136fa14f4 100644
--- a/cli/command/image/pull.go
+++ b/cli/command/image/pull.go
@@ -38,7 +38,9 @@ func newPullCommand(dockerCLI command.Cli) *cobra.Command {
 			"category-top": "5",
 			"aliases":      "docker image pull, docker pull",
 		},
-		ValidArgsFunction:     cobra.NoFileCompletions,
+		// Complete with local images to help pulling the latest version
+		// of images that are in the image cache.
+		ValidArgsFunction:     completion.ImageNames(dockerCLI, 1),
 		DisableFlagsInUseLine: true,
 	}