diff --git a/pkg/runner/step_action_remote.go b/pkg/runner/step_action_remote.go
index ba6fc95..ea63e95 100644
--- a/pkg/runner/step_action_remote.go
+++ b/pkg/runner/step_action_remote.go
@@ -57,7 +57,7 @@ func (sar *stepActionRemote) prepareActionExecutor() common.Executor {
 			}
 		}
 
-		actionDir := fmt.Sprintf("%s/%s", sar.RunContext.ActionCacheDir(), strings.ReplaceAll(sar.Step.Uses, "/", "-"))
+		actionDir := fmt.Sprintf("%s/%s", sar.RunContext.ActionCacheDir(), safeFilename(sar.Step.Uses))
 		gitClone := stepActionRemoteNewCloneExecutor(git.NewGitCloneExecutorInput{
 			URL:   sar.remoteAction.CloneURL(sar.RunContext.Config.DefaultActionInstance),
 			Ref:   sar.remoteAction.Ref,
@@ -123,7 +123,7 @@ func (sar *stepActionRemote) main() common.Executor {
 				return sar.RunContext.JobContainer.CopyDir(copyToPath, sar.RunContext.Config.Workdir+string(filepath.Separator)+".", sar.RunContext.Config.UseGitIgnore)(ctx)
 			}
 
-			actionDir := fmt.Sprintf("%s/%s", sar.RunContext.ActionCacheDir(), strings.ReplaceAll(sar.Step.Uses, "/", "-"))
+			actionDir := fmt.Sprintf("%s/%s", sar.RunContext.ActionCacheDir(), safeFilename(sar.Step.Uses))
 
 			return sar.runAction(sar, actionDir, sar.remoteAction)(ctx)
 		}),