Review & Reputation Intelligence MCP Server

Pull reviews from Google, Yelp, and Trustpilot for any business. Get sentiment scores. Compare brands side by side. All from one tool call inside your AI assistant.

What This Does

You ask about a business and this server goes out and grabs real reviews. Star ratings, review text, dates, whether the business responded. The full picture.

Want to know how customers feel about a brand? The sentiment report breaks it down. Positive, negative, neutral, with the key themes people keep mentioning.

Want to compare two competitors? The brand comparison shows them side by side so you can see who is winning on reputation.

This is an MCP (Model Context Protocol) server. That means your AI assistant (Claude, GPT, or any MCP-compatible client) can call these tools directly in conversation. Ask "what do people say about Starbucks Times Square" and your assistant handles the rest.

How It Works

1. Install this server in your MCP client (Claude Desktop, Cursor, or any MCP-compatible app)
2. Your AI assistant gets access to the tools below
3. Ask about any business and your assistant calls the right tool
4. Reviews and analysis come back as structured data

No scraping scripts. No browser extensions. Just ask.

Tools

get_reviews

Pull reviews for any business from Google, Yelp, or Trustpilot.

Example request:

{
  "business": "Starbucks Times Square",
  "source": "google",
  "limit": 5
}

Example response:

{
  "business": "Starbucks Times Square",
  "average_rating": 4.1,
  "total_reviews": 3847,
  "reviews": [
    {
      "author": "Mike R.",
      "rating": 5,
      "date": "2026-02-14",
      "text": "Great location. Fast service even during rush hour. Baristas were friendly.",
      "business_responded": true
    },
    {
      "author": "Sarah K.",
      "rating": 3,
      "date": "2026-01-28",
      "text": "Coffee was fine but way too crowded. Had to wait 15 minutes just to order.",
      "business_responded": false
    }
  ]
}

sentiment_report

Get a sentiment breakdown for any business. Shows what customers love, what they complain about, and how sentiment trends over time.

Example request:

{
  "business": "Starbucks Times Square",
  "source": "google"
}

Example response:

{
  "business": "Starbucks Times Square",
  "overall_sentiment": 0.72,
  "breakdown": {
    "positive": 64,
    "neutral": 22,
    "negative": 14
  },
  "top_positive_themes": ["friendly staff", "fast service", "good location"],
  "top_negative_themes": ["long wait times", "crowded", "prices too high"],
  "trend": "stable"
}

compare_brands

Compare two or more businesses side by side on ratings, sentiment, and review volume.

Example request:

{
  "brands": ["Starbucks Times Square", "Dunkin Times Square"],
  "source": "google"
}

Example response:

{
  "comparison": [
    {
      "brand": "Starbucks Times Square",
      "average_rating": 4.1,
      "total_reviews": 3847,
      "sentiment_score": 0.72,
      "top_complaint": "long wait times"
    },
    {
      "brand": "Dunkin Times Square",
      "average_rating": 3.8,
      "total_reviews": 2156,
      "sentiment_score": 0.65,
      "top_complaint": "order accuracy"
    }
  ]
}

Pricing

Tool	Cost
get_reviews	$0.005 per review
sentiment_report	$0.25 per report
compare_brands	$0.20 per brand

Pay per use. No subscriptions. No commitments.

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