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app-review-analyst

Analyze Apple App Store and Google Play reviews for sentiment, problems, and feature requests.

11|3|Updated Jan 22, 2026
Search Tags:#sentiment analysis#product insights#feature requests#user feedback#version tracking#competitor benchmarking#app reviews
One-click install
npx skills add https://github.com/sarahxu0205/myskills --skill app-review-analyst
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: app-review-analyst
Source: https://github.com/sarahxu0205/myskills/tree/main/app-review-analyst
Command: npx skills add https://github.com/sarahxu0205/myskills --skill app-review-analyst

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps you understand what users really like or hate about an app by analyzing App Store and Google Play reviews, turning scattered feedback into prioritized, actionable insights.

Core Features & Use Cases

  • Sentiment & trend analysis: Quantify positive/negative/neutral feedback, detect shifts over time, and extract sentiment-driving phrases.
  • Problem identification & categorization: Group complaints into clear buckets like performance, UI/UX, compatibility, privacy, pricing, and more—grounded in the review text.
  • Feature request & need mining: Extract explicit requests, infer implied needs from user situations, and prioritize opportunities.
  • Competitor review comparison: Compare ratings, review volume, shared pain points, and differentiation opportunities.
  • Version iteration tracking: Identify which issues persist or improve after releases.
  • User persona & market opportunity discovery: Infer user segments and highlight unmet needs users may pay for.

Quick Start

Ask to analyze a specific app’s iOS or Android reviews (and optionally include competitors and a review volume or time range) so the Skill can fetch the relevant store data and produce an actionable report.

Frequently Asked Questions about app-review-analyst

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I extract feature requests from App Store and Google Play reviews?▼

Extracting feature requests from app reviews involves analyzing App Store and Google Play feedback to identify explicit user demands and infer implied needs from their described situations. This turns scattered text into prioritized product opportunities.

What is the best way to compare competitor app reviews and ratings?▼

Competitor app review comparison analyzes ratings and review volume across iOS and Android to identify shared pain points and differentiation opportunities. It benchmarks competitors by grounding insights in actual user feedback rather than assumptions.

Can I track app version iteration feedback across iOS and Android?▼

Yes, you can track version iteration feedback by analyzing App Store and Google Play reviews tied to specific releases. This identifies which performance, UI/UX, or compatibility issues persist or improve after an app version update.

How do I categorize user complaints from mobile app reviews?▼

Categorizing user complaints from mobile app reviews involves grouping feedback into clear buckets like performance, UI/UX, compatibility, privacy, and pricing. This categorization is grounded directly in the review text to quantify problem areas accurately.

Does app review sentiment analysis require specific store data connectors?▼

App review sentiment analysis requires fetching app details, ratings, and paginated reviews directly from Apple App Store and Google Play. Using a dedicated data connector ensures the insights are evidence-grounded without fabricating review content.

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