App Store & Google Play Reviews Scraper API

io.github.ByteBliskPublished by GitHub account ByteBliskv1.0.0Updated Nov 8, 2026

Google Play and App Store reviews in one format, with complaint themes, quotes and app comparison.

The publisher's own server: Scraper API

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingData & Analytics

Overview

AI-generated overview

Hosted Apify MCP server that lets an assistant pull App Store and Google Play reviews in one format, with complaint themes, quotes and app comparison.

What you can do
  • Collect reviews from both the App Store and Google Play in a single consistent format
  • Surface complaint themes with real user quotes
  • Compare an app against competitors based on review data
  • Run these as hosted Apify tools that state their cost per call
When to use it
Useful when you want an assistant to gather and summarize mobile app reviews, spot recurring complaints, or benchmark an app against competitors without building your own scraper.
Requirements
Remote Streamable HTTP endpoint on Apify; an Apify account and API token sent as an Authorization Bearer header; network access; usage is billed per call.
Before you install
Requires your Apify API token, which grants access to your Apify account, so keep it private. Calls are paid per use, though failed calls are free; check prices on the store page before running large batches. Review data is fetched from third-party stores through Apify.

Installation

In SourceWeft

  1. Open App Store & Google Play Reviews Scraper API in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. 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.ByteBlisk%2Fapp-reviews-insights/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. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "app-store-google-play-reviews-scraper-ap": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=byteblisk/app-reviews-insights"
    }
  }
}

README

byteblisk MCP servers

Three hosted MCP servers for AI agents, running on Apify. Nothing to install: connect over Streamable HTTP with your Apify API token, and pay per use. Every tool states its cost, and failed calls are free.

ServerWhat your agent getsStore page
[Image]Web Scraper & Crawler for RAGAny page or whole site as clean Markdown or JSON, site maps, fields you describe in plain wordsapify.com/byteblisk/sitereader
[Image]App Store & Google Play ReviewsReviews from both stores in one format, complaint themes with real quotes, competitor comparisonapify.com/byteblisk/app-reviews-insights
[Image]Google Play Scraper & SERP Rank CheckerGoogle Play apps, reviews and search, top-100 rank on Google, Bing and Yandexapify.com/byteblisk/google-play-search-toolkit

Connect

Endpoints (Streamable HTTP, header Authorization: Bearer <YOUR_APIFY_TOKEN>):

https://byteblisk--sitereader.apify.actor/mcphttps://byteblisk--app-reviews-insights.apify.actor/mcphttps://byteblisk--google-play-search-toolkit.apify.actor/mcp

Claude Desktop, Cursor or any MCP client (mcp.json):

json
{  "mcpServers": {    "byteblisk-sitereader": {      "url": "https://byteblisk--sitereader.apify.actor/mcp",      "headers": { "Authorization": "Bearer YOUR_APIFY_TOKEN" }    },    "byteblisk-app-reviews": {      "url": "https://byteblisk--app-reviews-insights.apify.actor/mcp",      "headers": { "Authorization": "Bearer YOUR_APIFY_TOKEN" }    },    "byteblisk-google-play-search": {      "url": "https://byteblisk--google-play-search-toolkit.apify.actor/mcp",      "headers": { "Authorization": "Bearer YOUR_APIFY_TOKEN" }    }  }}

Get a token at console.apify.com/settings/integrations. Prices are on each Store page; Apify's free plan includes monthly credit to try them.

Support

Open an issue on the actor's Store page; we answer every one.

Source: README.md at commit 19fa2c2

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

1
  1. v1.0.0LatestNov 8, 2026

Score

75% 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 listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

    Declare a license in the repository or the registry entry.

Other Scraper-Api integrations

Scraper API

com.scraper-apiOfficial publisher

Remote MCP endpoint from Scraper API that gives an assistant access to public web data from social platforms, directories and real estate listings as clean…

Streamable HTTPWeb executableAuth
Web Search & ScrapingCredential requiredOct 24, 2026

Pinterest Trends Scraper & API

Published by GitHub account akhilrajesh213

A remote Apify-hosted MCP server that gives an assistant Pinterest trend data: keyword research, forecasts, audience insights and trending searches, with no…

Streamable HTTPWeb executableAuth
Web Search & ScrapingCredential requiredNov 7, 2026

Google Trends Scraper & API

Published by GitHub account akhilrajesh213

Hosted Apify actor that gives an assistant Google Trends data: trending searches, interest over time, rising queries and Pinterest trends.

Streamable HTTPWeb executableAuth
Web Search & ScrapingCredential requiredNov 7, 2026

Workable Jobs Scraper & API - All Companies, Remote, 24 Hours

Published by GitHub account AnshumanAtrey

Workable Jobs Scraper & API - All Companies, Remote, 24 Hours's hosted MCP server; credential required; Streamable HTTP.

Streamable HTTPWeb executableAuth
Credential requiredNov 3, 2026

SmartRecruiters Jobs Scraper & API - Remote, Last 24 Hours

Published by GitHub account AnshumanAtrey

SmartRecruiters Jobs Scraper & API - Remote, Last 24 Hours's hosted MCP server; credential required; Streamable HTTP.

Streamable HTTPWeb executableAuth
Credential requiredNov 3, 2026