I’ve figured out that this issue is caused by a out date plugin in my project.
There will be a message box about out date plugin pop up before launch the editor. And this also happens when launch any UnrealEditor-Cmd. As the result, the gathering process will be blocked by the popup.
After I upgrade the plugin, the issue is gone.