<a href="https://glama.ai/mcp/servers/@JiantaoFu/AppInsightMCP">

</a>

App Market Intelligence MCP

An MCP server that provides comprehensive market intelligence by analyzing data from both the Apple App Store and Google Play Store. Get insights about apps, market trends, competitors, and user feedback across the major mobile app marketplaces.

API Coverage

App Store API Coverage

| API Function | Implemented | MCP Tool Name | Description |
|-------------|-------------|---------------|-------------|
| app | ✅ | app-store-details | Get detailed information about an App Store app |
| list | ✅ | app-store-list | Retrieve apps from iTunes collections |
| search | ✅ | app-store-search | Search for apps on the App Store |
| developer | ✅ | app-store-developer | Get apps by a developer |
| privacy | ✅ | app-store-privacy | Get privacy details for an app |
| suggest | ✅ | app-store-suggest | Get search suggestions |
| similar | ✅ | app-store-similar | Get similar apps |
| reviews | ✅ | app-store-reviews | Get app reviews |
| ratings | ✅ | app-store-ratings | Get app ratings |
| versionHistory | ✅ | app-store-version-history | Get app version history |

Google Play API Coverage

| API Function | Implemented | MCP Tool Name | Description |
|-------------|-------------|---------------|-------------|
| app | ✅ | google-play-details | Get detailed app information |
| list | ✅ | google-play-list | Retrieve apps from collections |
| search | ✅ | google-play-search | Search for apps |
| developer | ✅ | google-play-developer | Get apps by developer |
| suggest | ✅ | google-play-suggest | Get search suggestions |
| reviews | ✅ | google-play-reviews | Get app reviews |
| similar | ✅ | google-play-similar | Get similar apps |
| permissions | ✅ | google-play-permissions | Get app permissions |
| datasafety | ✅ | google-play-datasafety | Get data safety information |
| categories | ✅ | google-play-categories | Get list of categories |

Usage

Start the MCP server:

node src/server.js

The server exposes tools that can be used through any MCP client. For example, using Claude for Desktop, you can:

- Search for apps across both stores
- Get detailed app information
- Read reviews and ratings
- Find similar apps
- Check app privacy and permissions
- And more

Usage Examples

// Get top free iOS apps
{
  "name": "app-store-list",
  "params": {
    "collection": "topfreeapplications",
    "num": 10
  }
}
// Get top paid Android games

{

  "name": "google-play-list",

  "params": {

    "collection": "TOP_PAID",

    "category": "GAME",

    "num": 10

  }

}

Test with MCP Inspector

npm run test:inspector

Test with mcp-cli

npx @wong2/mcp-cli npx -y "app-insight-mcp"

Usage with Claude Desktop

Installing via Smithery

To install App Market Intelligence for Claude Desktop automatically via Smithery:

npx -y @smithery/cli install @JiantaoFu/appinsightmcp --client claude

Docker

{
  "mcpServers": {
    "app-insight-mcp": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "app-insight-mcp"
      ]
    }
  }
}

NPX

{
  "mcpServers": {
    "app-insight-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "@jeromyfu/app-insight-mcp"
      ]
    }
  }
}

Build

Docker build:

docker build -t app-insight-mcp -f Dockerfile .

Error Handling

All tools include error handling and will return appropriate error messages if:
- Required parameters are missing
- API calls fail
- Rate limits are hit
- Invalid IDs or parameters are provided

Contributing

Feel free to contribute by:
1. Implementing missing features
2. Improving error handling
3. Adding more API capabilities
4. Enhancing documentation

License