App Store & Google Play Review Intelligence MCP server

App Store & Google Play Review Intelligence MCP Server

Ask your AI agent what users hate about any iOS or Android app, and what broke in the last update. This MCP server searches the Apple App Store and Google Play, pulls recent reviews for any app (yours or a competitor's), and returns analysis your agent can use directly: top complaints with quotes, rating by version, what got worse in the latest version, and side-by-side competitor benchmarks. No API keys, no App Store Connect or Play Console access needed.

Hosted (no setup): apify.com/parallelstudio/app-store-review-intelligence-mcp. Connect any MCP client to https://parallelstudio--app-store-review-intelligence-mcp.apify.actor/mcp with your Apify token and pay per call. You can also run this open-source code locally over stdio: npm install && npm run build && npx app-review-intel-mcp.

Now with Google Play: every tool works on both the Apple App Store and Google Play, including iOS-vs-Android comparisons.

<!-- mcp-name: io.github.gunnargray-dev/app-store-review-intelligence-mcp -->

Works with Claude Desktop, Claude Code, Cursor, VS Code, Windsurf and any client that supports MCP over Streamable HTTP.

What you can ask

• "What broke in Instagram's last update?" review_insights compares the newest version with the previous one: rating change, negative-share change, and the complaints that rose most, with quotes.
• "Top 10 complaints about Duolingo on Android vs iOS." Same tool, either store. The store is inferred from the app id.
• "Compare Notion, Obsidian and Evernote. Who has the unhappiest users, and why?" compare_apps gives one table with leaders per metric. You can mix Apple and Google Play ids.
• "Find the top meditation apps on Google Play." search_apps returns ids, ratings, installs and prices.
• "Show me the latest reviews mentioning crashes." getappreviews returns raw review text for your own analysis.

Tools

Parameters. appid accepts an Apple id (284882215, id284882215, or an apps.apple.com URL) or a Google Play package name (com.instagram.android or a play.google.com URL). store (apple | google) is optional because it's inferred from the id. On searchapps it defaults to apple. country is a 2-letter storefront code (us, gb, de…). pages is 1–10, about 50 reviews each. lang (Google Play only, default en) picks the review language. reviewinsights also takes countries (pool up to 10 storefronts), sinceversion (choose the version to compare from), keyword_limit and quotes.

All tools are read-only. Errors come back as MCP tool errors (isError: true), prefixed invalidinput, upstreamerror or internal_error.

Example output

Shortened. The full README is on GitHub.