HelpGUI is a lightweight help system for small Java applications. It has no keyword lookup or built-in search, but the best part is that it is small.
You can download it here:
To compile HelpGUI:
1. Download and install JDK
2. Set up Helpinator options for JDK just like in case of JavaHelp
Compiled HelpGUI help file looks like this: