Movie Recommendation System with Node and Express.js Last Updated : 28 Apr, 2025 Comments Improve Suggest changes Like Article Like Report Building a movie recommendation system with Node and Express will help you create personalized suggestions and recommendations according to the genre you selected. To generate the recommendation OpenAI API is used. In this article, you will see the step-wise guide to build a Movie recommendation system. Output Preview: Let us have a look at how the final output will look like. Prerequisites :NodeJSExpressJSBootstrapOpenAI APIApproach to create Movie Recommendation System:Input processing: Analyze user preferences and input using the OpenAI API.Personalized Recommendations: Utilize the OpenAI API to generate movie recommendations based on user preferences.Responsive Design: Ensure the application is responsive across various devices.User interface: Provide a user-friendly interface to interact with the system.Error Handling: Implement robust error handling to enhance user experienceSteps to create the project:Step 1: Set Up Your Development Environment: Install Node.js: If you haven't already, download and install Node.js from the official website (https://nodejs.org/). Follow the installation instructions for your operating system.Verify Installation: After installation, open a terminal (or command prompt) and run node -v and npm -v to ensure Node.js and npm (Node Package Manager) are installed correctly.Step 2: Set Up Project Structure: Create a new directory for your project and navigate into it: mkdir movie-recommendationcd movie-recommendationStep 3: Install Dependencies: You'll need to install Express.js and Axios for making HTTP requests: npm init -ynpm install express axios dotenvFolder Structure: The updated Dependencies in package.json file will look like: "dependencies": { "axios": "^1.6.7", "dotenv": "^16.4.5", "express": "^4.18.3"}Example: Create the files as suggested in folder structure and add the following code. HTML <!-- public/index.html --> <!DOCTYPE html> <html lang="en"> <head> <meta charset="UTF-8" /> <meta name="viewport" content="width=device-width, initial-scale=1.0" /> <title>Movie Recommendation</title> <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.5.2/css/bootstrap.min.css" /> <script src="https://cdn.jsdelivr.net/npm/marked/marked.min.js"></script> </head> <body> <div class="container"> <br> <h1 class="text-center">Movie Recommendation System</h1> <div class="form-group"> <label for="userInput">Enter Your Preferences:</label> <textarea class="form-control" id="userInput" rows="3"></textarea> </div> <button type="button" class="btn btn-primary" id="recommendBtn"> Get Movie Recommendation </button> <div id="recommendation" class="mt-3"></div> <div id="loader" class="mt-3 text-center" style="display: none;"> <div class="spinner-border text-primary" role="status"> <span class="sr-only">Loading...</span> </div> </div> </div> <script src="https://code.jquery.com/jquery-3.5.1.slim.min.js"></script> <script src="https://cdn.jsdelivr.net/npm/axios/dist/axios.min.js"></script> <script src="script.js" defer></script> </body> </html> JavaScript // public/script.js document.addEventListener("DOMContentLoaded", () => { const recommendBtn = document.getElementById("recommendBtn"); const userInput = document.getElementById("userInput"); const recommendationDiv = document.getElementById("recommendation"); const loaderDiv = document.getElementById("loader"); recommendBtn.addEventListener("click", async () => { const inputText = userInput.value.trim(); if (inputText === "") { alert("Please enter your preferences."); return; } // Show loader loaderDiv.style.display = "block"; try { const response = await axios.get (`/recommend?input=${inputText}`); const recommendedMovie = marked.parse(response.data); if (recommendedMovie) { recommendationDiv.innerHTML = ` <h3>Recommended Movie:</h3> <p>${recommendedMovie}</p> `; } else { recommendationDiv.innerHTML = ` <p>No Movie recommendation available.</p> `; } } catch (error) { console.error(error); recommendationDiv.innerHTML = ` <p>An error occurred while fetching Movie recommendation.</p> `; } finally { // Hide loader loaderDiv.style.display = "none"; } }); }); JavaScript //server.js const express = require("express"); const axios = require("axios"); const dotenv = require("dotenv"); const { OpenAI } = require("openai"); dotenv.config(); const app = express(); const PORT = process.env.PORT || 3000; const OPENAI_API_KEY = process.env.OPENAI_API_KEY; const openai = new OpenAI({ apiKey: OPENAI_API_KEY }); app.use(express.static("public")); app.get("/recommend", async (req, res) => { try { const userInput = req.query.input; const completion = await openai.chat.completions.create({ messages: [ { role: "system", content: "You are helpful in recommending Movies." }, { role: "user", content: userInput + "\n list out all Movies" }, ], model: "gpt-3.5-turbo", }); const recommendedMovie = completion.choices[0].message.content; res.send(recommendedMovie); } catch (error) { console.error(error); res.status(500).send("An error occurred while processing your request."); } }); app.listen(PORT, () => { console.log(`Server is running on port ${PORT}`); }); .env file: This file will contain your environment variables, including your OpenAI API key.PORT=3000OPENAI_API_KEY=your_openai_api_key_hereRun the following command to start the server:node server.jsOutput: Comment More infoAdvertise with us Next Article How to build Node.js Blog API ? devnamdevcse Follow Improve Article Tags : Project Web Technologies Node.js Express.js Dev Scripter Web Development Projects Dev Scripter 2024 Node.js - Projects +4 More Similar Reads AI and Machine LearningAI Whatsapp Bot using NodeJS, Whatsapp-WebJS And Gemini AIThis WhatsApp bot is powered by Gemini AI API, where you can chat with this AI bot and get the desired result from the Gemini AI model. 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