App Store and Google Play reviews with an AI report of bugs and feature requests

App Store & Google Play Reviews Scraper + AI is an Apify Actor that scrapes the newest App Store and Google Play reviews for any app and turns them into an AI report of top bugs, feature requests and critical issues.

Run it on Apify $0.05 per app report ($0.04 on Gold)

Quick facts

• One report per app per store: rating statistics, star distribution, ratings per app version, top bugs, feature requests, critical issues, competitor mentions and the raw reviews (up to 500 per app per store).
• Input app names, App Store or Google Play links, or IDs; several App Store countries at once.
• Price: $0.05 per app report ($0.04 on Gold); only successful AI reports are charged.
• Only-new-reviews mode for weekly monitoring.

Example input

{
  "appNames": [
    "Duolingo"
  ]
}

Run it from code

REST API (cURL)

curl -X POST "https://api.apify.com/v2/acts/automationnation~app-store-review-miner/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"appNames": ["Duolingo"]}'

Python

# pip install apify-client
from apify_client import ApifyClient

client = ApifyClient("YOUR_APIFY_TOKEN")
run = client.actor("automationnation/app-store-review-miner").call(run_input={
  "appNames": [
    "Duolingo"
  ]
})
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item.get("appName"), item.get("platform"), item.get("avgRating"), item.get("topBugsList"))

JavaScript / Node.js

// npm install apify-client
import { ApifyClient } from 'apify-client';

const client = new ApifyClient({ token: 'YOUR_APIFY_TOKEN' });
const run = await client.actor('automationnation/app-store-review-miner').call({
  "appNames": [
    "Duolingo"
  ]
});
const { items } = await client.dataset(run.defaultDatasetId).listItems();
for (const item of items) console.log(item.appName, item.platform, item.avgRating, item.topBugsList);

Use it with AI agents (MCP)

Connect AI assistants such as Claude, ChatGPT or Cursor through Apify's MCP server. Hosted URL:

https://mcp.apify.com?tools=automationnation/app-store-review-miner

Or run it locally in Claude Desktop / Cursor:

{
  "mcpServers": {
    "app-store-review-miner": {
      "command": "npx",
      "args": [
        "-y",
        "@apify/actors-mcp-server",
        "--tools",
        "automationnation/app-store-review-miner"
      ],
      "env": {
        "APIFY_TOKEN": "YOUR_APIFY_TOKEN"
      }
    }
  }
}

FAQ

Step-by-step guide: How to analyse App Store and Google Play reviews with AI

Open App Store & Google Play Reviews Scraper + AI on Apify Store