Prompt-to-App for Bubble Mobile: build native mobile screens with AI, HTML, CSS and JavaScript, even if you don’t code

Hi Bubble community,

I just published a new plugin for Bubble Mobile called Prompt-to-App for Bubble Mobile.

Plugin link:

I also created a companion GPT that helps generate the code for the plugin:

The idea is simple: describe the mobile screen or feature you want, get HTML, CSS and JavaScript, paste it into Bubble Mobile, and render it inside your native mobile app.

This is designed for Bubble builders who want to create custom mobile app interfaces faster, especially if they are not developers.

With this plugin, you can use an AI prompt-to-app workflow inside Bubble Mobile. You can ask the GPT to help you create screens like:

  • Login screens
  • Signup forms
  • Onboarding flows
  • Dashboards
  • Calculators
  • Custom forms
  • Booking screens
  • Product cards
  • Profile pages
  • Search interfaces
  • API-driven mobile screens
  • Custom UI components for iOS and Android apps

The plugin works by adding a responsive HTML element to Bubble Mobile. It has three main fields:

  • HTML content
  • CSS content
  • JavaScript content

The companion GPT helps you generate those three fields based on your app idea, your Bubble database structure, your design references and your Bubble API setup.

For more advanced use cases, the GPT can also help you plan Bubble Backend Workflows, Bubble Data API calls and Workflow API integrations. The goal is to keep sensitive logic secure and avoid exposing private Admin API keys in client-side JavaScript.

This makes it useful for builders who want to experiment with:

  • Bubble Mobile app development
  • AI app generation
  • Vibe coding in Bubble
  • Prompt-to-app development
  • Custom mobile UI in Bubble
  • HTML, CSS and JavaScript inside Bubble Mobile
  • Native mobile app prototyping
  • No-code mobile app development
  • Bubble iOS and Android apps
  • Bubble Data API and Backend Workflow integrations

The main use case is helping non-technical Bubble users move faster. Instead of manually designing every custom interface from scratch, you can describe what you want, generate the code with AI, paste it into the plugin, test it, and iterate.

Example prompt you can give the GPT:

“Create a full-screen Bubble Mobile login screen with email and password fields, modern styling, loading states, error messages, and JavaScript validation. Make it responsive for iOS and Android.”

Then the GPT returns the three blocks you need:

  1. HTML
  2. CSS
  3. JavaScript

You paste them into the plugin and preview the screen in Bubble Mobile.

The plugin is especially helpful if you want more control over the visual design of your Bubble Mobile app, or if you want to build custom interfaces that are hard to create with standard visual elements alone.

Plugin:

Companion GPT:

I would love feedback from Bubble Mobile builders, no-code founders, plugin developers and anyone experimenting with AI-assisted app building inside Bubble.