App Data

io.github.DataLeadsPROPublished by GitHub account DataLeadsPROv1.0.0Updated Oct 24, 2026

App intelligence across Google Play and the App Store: details, reviews, and search in one API.

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingData & Analytics

Overview

AI-generated overview

Remote MCP server that gives an assistant app intelligence for Google Play and the App Store: app details, reviews and Apple search.

What you can do
Look up Google Play app details by app ID and fetch Google Play reviews for an app. Search the Apple App Store and retrieve app details for a given app. Fetch Apple App Store reviews for an app. All requests run through a hosted API that renders pages in a real browser with anti-bot handling built in.
When to use it
Useful when you need app store metadata, ratings or user reviews for market research, competitor analysis, or app quality checks without building your own scraping setup.
Requirements
Remote Streamable HTTP endpoint at data.dataleads.pro, or a Docker image for stdio use. A DataLeads client key is required, passed as clientKey in requests or as the DATALEADS_API_KEY environment variable for the Docker variant. Network access to the provider.
Before you install
A paid API key is required beyond the free tier; plans range from free (500 requests/month) to paid tiers up to $99/month, so usage can incur costs. The key is sent to a third-party service, which fetches the app store data on your behalf. No write or delete actions are exposed.

Installation

In SourceWeft

  1. Open App Data in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.DataLeadsPRO%2Fapp-data/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "app-data": {
      "type": "http",
      "url": "https://data.dataleads.pro/mcp/app-data"
    }
  }
}

README

App Store & Google Play Data API

App intelligence across Google Play and the App Store: details, reviews, and search in one API.

Part of the DataLeads API suite (Data category). Requests render in a real browser with anti-bot handling and protected-page support built in - no proxies to manage, no infrastructure to run.

Endpoints

MethodPathDescription
POST/app/gplay/detailsV1 App Gplay Details
POST/app/gplay/reviewsV1 App Gplay Reviews
POST/app/apple/searchV1 App Apple Search
POST/app/apple/detailsV1 App Apple Details
POST/app/apple/reviewsV1 App Apple Reviews

Quick start

bash
curl -X POST https://data.dataleads.pro/v1/app/gplay/details \  -H 'Content-Type: application/json' \  -d '{"clientKey": "YOUR_CLIENT_KEY", "appId": "com.spotify.music"}'

Replace YOUR_CLIENT_KEY with your key. Get one at https://data.dataleads.pro - free tier included.

MCP server

  • Remote (Streamable HTTP): https://data.dataleads.pro/mcp/app-data
  • Stdio (Docker): docker run -e DATALEADS_API_KEY=yourkey ghcr.io/dataleads/app-data-mcp:latest

Pricing

TierPriceRequests
Free$0500/mo
Starter$9/mo5,000
Pro$29/mo25,000
Business$99/mo100,000
Enterprisecustomcustom

Full plan details at https://data.dataleads.pro.

License

MIT - see LICENSE.

Source: README.md at commit f2485af

Tools

5

app_gplay_details

V1 App Gplay Details

ParametersappId

app_gplay_reviews

V1 App Gplay Reviews

ParameterslangappIdcountcountry

app_apple_details

V1 App Apple Details

ParameterstermcountrytrackId

app_apple_reviews

V1 App Apple Reviews

ParameterspagescountrytrackId

Version history

1
  1. v1.0.0LatestSep 17, 2026

Score

90% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

    Declare a license in the repository or the registry entry.