Ai Coding Tools

How to Build a Simple AI App with Cursor in Under 2 Hours

By BTW Team3 min read

How to Build a Simple AI App with Cursor in Under 2 Hours

Building an AI app sounds daunting, right? Especially if you’re a beginner. But what if I told you that you could get a basic AI app up and running in under two hours? In 2026, tools like Cursor have made it easier than ever to create simple applications without needing a PhD in machine learning. Let’s dive into how you can use Cursor to build a straightforward AI app, even if you’re just starting.

Prerequisites: What You Need Before You Start

Before we jump into the how-to, make sure you have the following:

  1. Cursor Account: Sign up for a free account at Cursor.
  2. Basic Coding Knowledge: Familiarity with JavaScript will help, but you can follow along if you’re willing to learn.
  3. Node.js: Ensure you have Node.js installed on your computer. You can download it here.
  4. A Code Editor: Use any code editor you prefer, like VSCode or Atom.

Step 1: Setting Up Your Environment

First things first, let’s set up our environment.

  1. Open your terminal and create a new project directory:
    mkdir simple-ai-app
    cd simple-ai-app
    
  2. Initialize a new Node.js project:
    npm init -y
    
  3. Install the Cursor SDK:
    npm install cursor-sdk
    

Step 2: Building Your First AI Function

Now, let’s write some code to create a simple AI function. For this example, we’ll create an app that generates random jokes using Cursor’s built-in capabilities.

  1. Create a new file called app.js in your project directory.

  2. Add the following code to app.js:

    const Cursor = require('cursor-sdk');
    
    const cursor = new Cursor();
    
    async function getJoke() {
        const joke = await cursor.generate({
            prompt: "Tell me a joke",
            maxTokens: 30,
        });
        console.log(joke);
    }
    
    getJoke();
    
  3. Save the file.

Step 3: Running Your AI App

Now that we’ve written our code, let’s run it!

  1. In your terminal, run the following command:

    node app.js
    
  2. You should see a random joke printed in your terminal. Congratulations! You’ve just built a simple AI app in under two hours.

Troubleshooting: Common Issues and Solutions

  • Error: Module not found: If you encounter this error, ensure that you installed the Cursor SDK correctly.
  • API Key Issues: If your API key is not working, double-check it in your Cursor dashboard.

What's Next: Expanding Your AI App

Once you’ve got your basic app running, consider adding features like:

  • User Input: Allow users to request specific types of jokes.
  • Web Interface: Use frameworks like Express.js to create a web interface.
  • Deployment: Host your app using platforms like Heroku or Vercel.

Conclusion: Start Here

Building an AI app doesn’t have to be complicated. With Cursor, you can create something functional in just a couple of hours. Start by following the steps above, and don’t hesitate to experiment with your code. The best way to learn is by doing!

If you're interested in hearing more practical insights and tools for indie hackers, check out our weekly podcast, Built This Week, where we share real experiences and lessons learned from building in public.

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