App Review Insights

io.github.mufmo130Published by GitHub account mufmo130v1.0.0Updated Oct 24, 2026

Analyze App Store and Google Play reviews: themes that cost stars, regressions, feature requests.

The publisher's own server: Review Expert

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingData & Analytics

Overview

AI-generated overview

Lets an assistant analyze App Store and Google Play reviews for themes that cost stars, regressions, and feature requests.

What you can do
The server lets an assistant analyze App Store and Google Play app reviews, grouping them into themes that affect star ratings, spotting regressions, and surfacing feature requests. The manifest lists no individual tools, so the scope is the review analysis described.
When to use it
Use it when you need a quick read on what users say about an app on the App Store or Google Play, which themes drag down ratings, or whether a release regressed. Suited to product and marketing review analysis rather than everyday assistant tasks.
Requirements
A remote endpoint at mcp.apify.com and an Apify account. Authentication is OAuth (required), or an Apify API token in the Authorization header as Bearer plus the token; the token can be omitted if the client supports OAuth.
Before you install
Requires Apify credentials: an API token in the Authorization header or an OAuth grant, which should be kept private. Review data is sent to the Apify remote service for processing and may include third-party platform content.

Installation

In SourceWeft

  1. Open App Review Insights 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.mufmo130%2Fapp-review-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-review-insights": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=lsso/app-review-insights"
    }
  }
}

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. v1.0.0LatestSep 24, 2026

Score

67% 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

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.

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