Store Scraper MCP

A Model Context Protocol (MCP) server for accessing App Store and Google Play Store data. Provides 20 tools to query application information, reviews, ratings, rankings, and more from both iOS and Android app stores.

Features

• ✅ 20 MCP Tools - Complete access to App Store and Google Play data

• ✅ Dual Store Support - iOS (App Store) and Android (Google Play)

• ✅ No External Dependencies - Self-contained scraping implementation

• ✅ Robust Error Handling - Automatic retry and timeout management

• ✅ Normalized Data - Consistent structured JSON responses

• ✅ Cursor IDE Integration - Ready to use with Cursor

Installation

Configuration

Cursor IDE

Add the following to your Cursor MCP settings file:

Windows:

macOS/Linux:

Configuration:

See examples/cursor-mcp.json for a complete example.

Replace /absolute/path/to/store-scraper-mcp with your actual project path.

Restart Cursor completely after configuration.

Available Tools

App Store (iOS) - 10 tools

1. app - Get detailed app information

2. search - Search for apps

3. list - Get app rankings (top free/paid/grossing)

4. reviews - Get app reviews with pagination

5. ratings - Get app ratings distribution

6. developer - Get all apps by a developer

7. similar - Get similar apps

8. privacy - Get privacy labels and data usage

9. versionHistory - Get app version history

10. suggest - Get search suggestions/autocomplete

Google Play (Android) - 10 tools

1. gp_app - Get detailed app information

2. gp_search - Search for apps

3. gp_list - Get app rankings

4. gp_reviews - Get app reviews with pagination

5. gp_developer - Get all apps by a developer

6. gp_similar - Get similar apps

7. gp_permissions - Get app permissions

8. gp_datasafety - Get data safety information

9. gp_categories - Get list of available categories

10. gp_suggest - Get search suggestions/autocomplete

Usage Examples

In Cursor

Once configured, you can use prompts like:

App Store:

Google Play:

API Reference

App Store Tools

app

Get detailed information about an app.

Parameters:

• id (number, optional): iTunes trackId

• appId (string, optional): Bundle ID

• country (string, optional): Two-letter country code (default: "us")

search

Search for apps in the App Store.

Parameters:

• term (string, required): Search term

• country (string, optional): Two-letter country code (default: "us")

• lang (string, optional): Language code (default: "en")

• num (number, optional): Number of results (default: 50, max: 200)

• page (number, optional): Page number (default: 1)

list

Get app rankings.

Parameters:

• chart (string, optional): Chart type - "topfreeapplications", "toppaidapplications", or "topgrossingapplications" (default: "topfreeapplications")

• country (string, optional): Two-letter country code (default: "us")

• genre (string, optional): Genre ID or "all" (default: "all")

• limit (number, optional): Number of results (default: 200)

Google Play Tools

gp_app

Get detailed information about an app.

Parameters:

• appId (string, required): Google Play app ID (e.g., "com.duolingo")

• lang (string, optional): Language code (default: "en")

• country (string, optional): Two-letter country code (default: "us")

gp_search

Search for apps on Google Play.

Parameters:

• term (string, required): Search term

• country (string, optional): Two-letter country code (default: "us")

• lang (string, optional): Language code (default: "en")

• num (number, optional): Number of results (default: 250)

gp_permissions

Get app permissions.

Parameters:

• appId (string, required): Google Play app ID

• lang (string, optional): Language code (default: "en")

• country (string, optional): Two-letter country code (default: "us")

• short (boolean, optional): If true, return only permission names (default: false)

Requirements

• Node.js >= 18.0.0

• npm or yarn

Limitations

App Store

• Similar apps parsing is limited (HTML parsing required)

• Ratings histogram details not available from public API (only average and count)

• Privacy data only available for US App Store apps

Google Play

• HTML scraping required, may be fragile to structure changes

• Some data may not be available depending on app structure

• Rate limiting may apply with excessive requests

Error Handling

The server handles errors robustly:

• Automatic retry: 3 attempts with exponential backoff

• Timeouts: 30 seconds default

• HTTP errors: Proper status code handling

• Parsing: Validation and graceful handling of missing data

If functionality is unavailable or fails, returns:

• null for individual objects

• [] for arrays

• Descriptive error messages

Project Structure

License

MIT

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

Disclaimer

This project is for educational and research purposes. Please respect the terms of service of App Store and Google Play when using this tool.