Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts

io.github.Nero-Enginev0.1.0Updated Oct 4, 2026

Sentiment, complaint themes, quotes, business reports and reply drafts for any reviews dataset.

VerifiedStreamable HTTPWeb executableData & AnalyticsBusiness & Commerce

Overview

AI-generated overview

Analyzes review datasets for sentiment, complaint themes, quotes and business reports, and drafts replies.

What it does
This remote MCP server takes a reviews dataset and produces sentiment analysis, complaint themes, representative quotes, business reports and draft replies. It is hosted by Apify and reached over streamable HTTP, so the assistant calls it as a remote endpoint rather than running anything locally.
When to use it
Use it when you already have a set of customer reviews and want an assistant to summarize sentiment, surface recurring complaints, pull supporting quotes, or prepare reply drafts. It suits review and voice-of-customer work rather than general web tasks.
Requirements
A remote MCP endpoint at mcp.apify.com over streamable HTTP. An Apify API token is required, sent in the Authorization header as a Bearer token. Network access to the endpoint is needed; no local runtime or package is involved.
Before you install
The Authorization header carries an Apify API token, so treat it as a secret and avoid exposing it. Runs are billed per event to the Apify account tied to that token, so usage can cost money. Review data sent for analysis leaves your environment and is processed by the third-party service.

Installation

In SourceWeft

  1. Open Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts 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.

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "review-analyzer": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=nerolabs/review-analyzer"
    }
  }
}

Tools

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Version history

1
  1. v0.1.0LatestOct 4, 2026