Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts

Overview

Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts is an MCP server that processes review datasets to extract sentiment analysis, identify complaint themes, pull representative quotes, generate business reports, and draft replies. Any MCP-compatible AI assistant can invoke its tools directly during conversations or agent workflows.

It runs as a remote, hosted service at https://mcp.apify.com/?tools=nerolabs/review-analyzer — no local installation required. Authentication uses an API Key. The latest release is v0.1.0, maintained by Nero-Engine at https://apify.com/nerolabs/review-analyzer.

Review Analyzer is listed in the Development category on mcp.site and integrates with all major MCP clients including Claude Desktop, Claude Code, Cursor, VS Code, Windsurf, and Zed. If you maintain this server, claim this listing to verify ownership, earn the Verified badge, and keep details up to date.

Installation

Settings → Connectors → Add custom connector
Name: Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts
URL:  https://mcp.apify.com/?tools=nerolabs/review-analyzer