app-review-analyzer

Solid

Systematically analyze app reviews for competitor research or own-app reputation management. Categorize reviews by sentiment and themes (bugs, missing features, UX complaints, pricing objections, praise, support issues), identify actionable patterns, produce structured analysis reports, and draft professional review responses. Use when the user says "analyze app reviews", "review analysis", "competitor reviews", "respond to reviews", "app review report", "what are users complaining about", "review sentiment analysis", "draft review responses", or wants to understand user feedback patterns for any iOS App Store or Google Play app.

Code & Development 102 stars 20 forks Updated 1 weeks ago MIT

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Quality Score: 84/100

Stars 20%
67
Recency 20%
90
Frontmatter 20%
70
Documentation 15%
100
Issue Health 10%
50
License 10%
100
Description 5%
100

Skill Content

## Prerequisites - **Chrome browser** with Claude in Chrome extension (for reading store reviews) - No API keys required — all analysis is done through live browser interaction - Supports **iOS App Store** and **Google Play Store** ## Mode Selection Ask the user which mode they need: 1. **Competitive Analysis** — Analyze a competitor's reviews to find gaps and opportunities 2. **Own App Management** — Analyze your own app's reviews to prioritize fixes, surface feature requests, and draft professional responses If the user provides a competitor's app, use Competitive Analysis mode. If they mention "my app" or "our app," use Own App Management mode. --- ## Competitive Analysis Mode ### Step 1: Navigate to the App Listing Open the app's store page in Chrome: - **iOS App Store:** Search on apps.apple.com or use a direct link - **Google Play:** Search on play.google.com or use a direct link Confirm the correct app with the user before proceeding. ### Step 2: Collect Reviews Systematically Read reviews in two passes: 1. **Most Recent** — Sort by newest first. Read at least 30-50 reviews to capture current sentiment. 2. **Most Critical** — Sort by lowest rating (1-star, then 2-star). Read at least 20-30 critical reviews to surface pain points. For each review, note: - Star rating - Date posted - Review text (key quotes) - Whether the developer responded ### Step 3: Categorize Reviews Assign each review to one or more theme categories: | Category ...

Details

Author
robertguss
Repository
robertguss/claude-code-toolkit
Created
7 months ago
Last Updated
1 weeks ago
Language
Shell
License
MIT

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