🔍 AppStoreQ — Google Play Reviews MCP Server

Get real user reviews from Google Play Store for any Android app.

AppStoreQ is an MCP server that fetches app metadata and user reviews, letting your AI assistant (Claude, GPT, etc.) analyze them directly.

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🎯 What Can You Do?

Connect AppStoreQ to Claude or any MCP-compatible AI and ask questions like:

• "What do users hate about Spotify?"
• "Find complaints about WhatsApp's latest update"
• "Compare Notion vs Obsidian based on user feedback"
• "What features are users requesting for Slack?"

The AI fetches real reviews and analyzes them for you.

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🛠️ Available Tools

get_app_info

Get basic metadata about any Google Play app.

get_app_info("Spotify")
get_app_info("com.whatsapp")

Returns: App name, rating, review count, developer, description

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get_reviews

Fetch user reviews for analysis.

get_reviews("Spotify")
get_reviews("Notion", count=50, sort="helpfulness")

Parameters:

• app — App name or package ID
• country — Country code (default: "us")
• count — Number of reviews (default: 100, max: 200)
• sort — "newest", "rating", or "helpfulness"

Returns: Formatted reviews with ratings, dates, thumbs up, and content

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⚡ Quick Start

Connect via Apify MCP

Add to your Claude Desktop config:

Mac: ~/Library/Application Support/Claude/claude_desktop_config.json
Windows: %APPDATA%\Claude\claude_desktop_config.json

{
  "mcpServers": {
    "apify": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://mcp.apify.com/?tools=actors,docs,futuristek/appstoreq",
        "--header",
        "Authorization: Bearer <YOUR_API_TOKEN>"
      ]
    }
  }
}

Replace <YOUR_API_TOKEN> with your Apify API token.

Restart Claude Desktop. Then just ask:

"What do users complain about in the Twitter app?"

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💼 Use Cases

Who	Use Case
Product Managers	Validate features, understand user pain points
Founders	Research competitors before building
Marketers	Find messaging angles from real user language
Investors	Due diligence on app companies
Developers	See what bugs users report most

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⚙️ How It Works

┌─────────────────────────────────────────────────────────┐
│                        Claude                            │
│         "What do users hate about Spotify?"             │
└─────────────────────────┬───────────────────────────────┘
                          │ MCP
                          ▼
┌─────────────────────────────────────────────────────────┐
│                      AppStoreQ                           │
│         Fetches 100 reviews from Google Play            │
└─────────────────────────┬───────────────────────────────┘
                          │
                          ▼
┌─────────────────────────────────────────────────────────┐
│                        Claude                            │
│     Analyzes reviews, finds patterns, summarizes        │
└─────────────────────────────────────────────────────────┘

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🔗 Links

• Apify Actor: apify.com/futuristek/appstoreq

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📄 License

MIT © 2025 Futuristek