It's been a long time since I've created a fresh user profile so I can't say for sure. I checked guest mode and it doesn't show up there, but neither do some other pre-installed apps. I remember when Scratchpad was a default app, but that was phased out a long time ago.
Text is a Chrome Sample App maintained by the team though (source on Github), so it can be trusted.