You can access the Tool: Reviews Sentiment & Themes Analyzer programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

1import { ApifyClient } from 'apify-client';
2
3// Initialize the ApifyClient with your Apify API token
4// Replace the '<YOUR_API_TOKEN>' with your token
5const client = new ApifyClient({
6    token: '<YOUR_API_TOKEN>',
7});
8
9// Prepare Actor input
10const input = {
11    "reviews": [
12        "The headphones sound great and the battery lasts all day, but the case feels cheap and started scratching within a week.",
13        "Shipping took three weeks and the box arrived crushed. The product itself is fine but I will not order from here again.",
14        "Absolutely love this blender. Quiet, powerful and easy to clean. Best kitchen purchase I have made this year."
15    ]
16};
17
18// Run the Actor and wait for it to finish
19const run = await client.actor("scrapers_lat/reviews-sentiment-tool").call(input);
20
21// Fetch and print Actor results from the run's dataset (if any)
22console.log('Results from dataset');
23console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
24const { items } = await client.dataset(run.defaultDatasetId).listItems();
25items.forEach((item) => {
26    console.dir(item);
27});
28
29// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

Tool: Reviews Sentiment & Themes Analyzer API in JavaScript

The Apify API client for JavaScript is the official library that allows you to use Tool: Reviews Sentiment & Themes Analyzer API in JavaScript or TypeScript, providing convenience functions and automatic retries on errors.

Install the apify-client

$npm install apify-client

Other API clients include:

Tool: Reviews Sentiment & Themes Analyzer API in Python

Tool: Reviews Sentiment & Themes Analyzer API through CLI

Tool: Reviews Sentiment & Themes Analyzer OpenAPI definition

Tool: Reviews Sentiment & Themes Analyzer API

Customer Sentiment Analysis AI

actor4you/customer-sentiment-analysis-ai

Scrape customer reviews from Facebook, Google Maps, Booking.com, and Amazon, then run AI-powered sentiment analysis. Get overall sentiment scores, trends, themes, and competitor comparisons.

Actor4you

Google Maps Reviews Analyzer

lone_neutrino/google-maps-reviews-analyzer

Scrapes Google Maps reviews and uses AI (Gemini/OpenAI/Anthropic) to analyze sentiment, extract themes, and generate actionable business insights.

caio gonçalves

Sentiment Analysis

vivid_astronaut/sentiment-analysis

Analyze sentiment in text using AI. Detect positive, negative, or neutral emotions. Perfect for social media monitoring, customer feedback analysis, and brand reputation tracking.

Fabio Suizu

Review Aggregator & Sentiment Dataset Builder

express_kingfisher/review-sentiment-dataset-builder

Scrape product reviews from public pages and build AI-ready sentiment datasets. Extract themes, pros/cons, complaint categories, and ratings.

Prince Raj

Mobile App Review Intelligence

glowing_glove/mobile-app-review-intelligence

Analyze public App Store reviews for ratings, complaint themes, praise themes, version signals, and product improvement opportunities.

Ushba Khan

Etsy Reviews Sentiment Analyzer

axlymxp/etsy-reviews-sentiment-analyzer

Analyze Etsy shop reviews at scale. Get a per-shop sentiment score, positive/negative/neutral breakdown, star distribution, and the top praise and complaint themes. Optionally export every review with its sentiment label. Great for competitor research and product insight. No API key required.

axly

Google Maps Reviews Scraper & AI Sentiment Analyzer

strange-advanced-marketing/google-maps-reviews-analyzer

Scrape Google Maps reviews for any business or search query. Extracts individual reviews with ratings, dates, and text. Analyzes sentiment, identifies common themes, flags negative patterns, and generates actionable insights. Perfect for reputation monitoring, competitor analysis, and local SEO.

S.A.M.

Tool: Contact Enrichment

scrapers_lat/contact-enrichment-tool

Enrich B2B contacts with public work email, job title, seniority, LinkedIn, location and company domain using premium AI research. Paid Apify plans only.