App Review Deep Report — Sentiment, Themes & Complaints

Shopify App Reviews Scraper

powerai/shopify-app-reviews-scraper

Scrape customer reviews from Shopify App Store by providing a review page URL, with automatic pagination and comprehensive review information extraction.

App Review Teardown & Insights (AI)

scrapebench/reviews-insight-mcp

Turn any app's App Store + Google Play reviews into an AI competitive teardown — strengths, weaknesses, top complaints, feature requests — and track what changes over time.

Scrape App Store reviews and app details from Apple iTunes. Extract ratings, review text, authors, versions. Export to JSON, CSV, Excel.

Apple App Store Reviews Scraper

seemuapps/apple-app-store-reviews-scraper

Extract user reviews and ratings for any iOS app from the Apple App Store. Get rating, title, content, version, and author for up to the most recent 500 reviews per country.

App Reviews Scraper (Google Play & App Store)

native_emblem/app-reviews-scraper

Scrape app reviews & metadata from Google Play and the Apple App Store in one run. Proxyless, fast, clean JSON — ratings, review text, dates, versions, developer replies.

Review Sentiment Analysis — Customer Review Themes & Trends

nexgenwatch/review-sentiment-analyzer

Review sentiment analysis for any review set you supply: customer review analysis into themes, complaint clusters, sentiment percentages and trends, with deterministic scores that do not drift run to run. Pay per 100 reviews analyzed.

App Store Reviews Scraper 🍏 (any iOS app, any country)

tagadanar/apple-app-store-reviews

Scrape App Store reviews by app id, App Store URL or bundle id: rating, title, review text, author, date and helpful votes, from any country storefront. App-intelligence plans meter you by tracked app; here any app id works and you pay per review. No Apple developer account.

Product Reviews with Sentiment Analysis

e-commerce/product-reviews-sentiment

Scrape product reviews from 78 marketplaces (Amazon, Walmart, eBay, Target, and more) and enrich each review with sentiment, a confidence score, and per-aspect analysis. Generate a per-product sentiment report. Export data, run via API, schedule and monitor runs, or integrate with other tools.

Scrape Apple App Store customer reviews for any iOS app via Apple's official public RSS feed — no auth, no key. Returns rating, title, text, author, version & date. Zero-config: pass an App Store ID or URL. For ASO, sentiment & competitor review monitoring.