With the search results of the Preset Custom Search Engine (PCSE) displayed --

On an Android phone, just tap the three vertical dots at the upper right of the screen. Then tap Add to Home Screen. Follow the Directions (be sure to give it a short name you'll recognize. The icon will be the standard one.)

Here's How For an iPhone.
Here's how to add it to your browser's bookmark bar or to a website.