⭐ Review Intelligence MCP — Trustpilot, G2, Yelp, App Store Reviews for AI Agents

MCP (Model Context Protocol) server for cross-platform review intelligence. Pull, search, and analyze customer reviews from Trustpilot, G2, Yelp, Google Reviews, Apple App Store, and Google Play — all through one MCP tool surface. Connect any AI agent (Claude, Cursor, Cline, ChatGPT custom GPTs) and let it answer review-driven product, marketing, and competitive questions. Built as a drop-in alternative to Trustpilot Business, G2 Track, Birdeye, and Reputation.com — at pay-per-event pricing.

Why Review Intelligence MCP Beats Trustpilot Business, G2 Track, Birdeye & Generic LLMs

Feature	NexGenData Review Intel MCP	Trustpilot Business	G2 Track	Birdeye / Reputation.com	Generic LLM (no tools)
Cost	$0.002 / event, pay-per-event	$250+ / month base	Enterprise quote	$$$ enterprise	Free (no live reviews)
MCP-native	Yes — Claude / Cursor / Cline	No	No	No	No tools
Trustpilot reviews	Yes — public + business	Plan-gated	No	Plan-gated	Hallucinated
G2 reviews	Yes	No	Yes	No	None
Yelp + Google reviews	Yes	No	No	Yes	None
App Store + Play Store reviews	Yes	No	No	Limited	None
AI-agent integration	Native MCP — any client	Plan-gated portal	Plan-gated portal	Plan-gated portal	N/A
Cross-platform aggregation	Yes — one tool call	Per-platform	Per-platform	Multi-source dashboard	None
Auth	Apify token	Subscription	Subscription	Subscription	None
Monthly minimum	None	$250+	Enterprise	$$$	None

Most product / CX teams pick this MCP server because it is cheaper than Trustpilot Business for ad-hoc agent traffic, the only MCP-native alternative to stitching together separate Trustpilot + G2 + Yelp + App Store scrapers, and ships cross-platform reviews that base Claude / GPT-4 cannot fetch live. A product agent answers "what are the top 3 complaints about our app this month across all platforms?" with one tool call instead of four logins.

Tools Exposed via MCP

• search_trustpilot_reviews — by domain, rating, date range, language
• get_g2_product_reviews — by product slug, with pros / cons fields
• get_yelp_business_reviews — by business ID, with stars + verbatim text
• get_google_reviews — Google Maps / GMB reviews by place ID
• get_app_store_reviews — iOS App Store reviews by app ID, country, version
• get_play_store_reviews — Google Play reviews by package name
• summarize_sentiment — cross-platform aggregate sentiment for a brand

Use Cases

• Product agents — auto-cluster complaints into actionable bug tickets
• Competitive intel — track competitor review velocity + sentiment weekly
• Marketing teams — surface high-NPS verbatims for case studies
• CX dashboards — back AI CX assistants with cross-platform review data
• Investor due-diligence — sentiment trend on a target SaaS over 12 months
• App release monitoring — version-tagged sentiment after each App Store update
• Local-business agents — Yelp + Google reviews aggregation for retail SMB analytics

Connect to Claude Desktop

{
  "mcpServers": {
    "nexgendata-reviews": {
      "url": "https://nexgendata--review-intelligence-mcp-server.apify.actor/mcp",
      "headers": { "Authorization": "Bearer YOUR_APIFY_TOKEN" }
    }
  }
}

Quick Start (Python)

from apify_client import ApifyClient
client = ApifyClient("YOUR_APIFY_TOKEN")
run = client.actor("nexgendata/review-intelligence-mcp-server").call(run_input={
    "tool": "search_trustpilot_reviews",
    "params": {"domain": "stripe.com", "min_rating": 1, "max_rating": 2, "limit": 50}
})
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

Pricing — Pay Per Tool Call

• Actor start: $0.0001
• Tool call: $0.0020

A 500-review competitive sweep = $1.00. No monthly minimum.

Related NexGenData MCP Servers & Review / CX Actors

Use case	Actor
Social content MCP (UGC across TikTok / IG / X)	social-content-mcp-server
Reddit MCP (subreddit complaint threads)	reddit-mcp-server
News MCP (press coverage on brand)	news-mcp-server
E-commerce intel MCP (product reviews)	ecommerce-intelligence-mcp-server
Google Maps MCP (local business reviews)	google-maps-mcp-server
YouTube media MCP (creator review videos)	youtube-media-mcp-server
Travel MCP (Booking + TripAdvisor reviews)	travel-mcp-server
HR compensation MCP (Glassdoor employer reviews)	hr-compensation-mcp-server
Web-scraping MCP (any review URL)	web-scraping-mcp-server
26-server gateway (reviews + 25 more)	enterprise-mcp-gateway

FAQ

Q: How fresh are the reviews? A: Each tool call is a live fetch — newly posted reviews appear within minutes of going live on the source platform.

Q: Does it work for non-English reviews? A: Yes — verbatim text is returned in the original language; sentiment scoring is language-aware.

Q: Can my agent post a review or reply? A: No — this is read-only intelligence. Posting / replying lives in each platform's own merchant tool for ToS reasons.

Q: How does it compare with Birdeye / Reputation.com? A: Those are full reputation-management suites with reply workflows + alerting. This MCP server is the data-fetch layer — perfect for AI agent analysis, not a replacement for an enterprise reputation product.

Q: Bulk pagination? A: Yes — tools accept limit and pagination tokens; for very large pulls, run multiple parallel tool calls.

Q: Is review-scraping legal? A: We fetch public review pages (the same data a logged-out browser sees) and respect upstream robots.txt where applicable. Output is metadata about public reviews.

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How NexGenData Pricing Works

Every NexGenData actor uses pay-per-event pricing — you only pay for results that actually land in your dataset. No monthly minimum, no seat fees, no surprise overage bills.

• Actor Start: a single-event charge each time you spin the actor up (scaled to memory size)
• Result / tool call: charged per item written to the default dataset or per MCP tool call
• No charge for retries, internal proxy rotation, or failed sub-requests — those are absorbed by the platform

Apify Platform Bonus

New to Apify? Sign up with the NexGenData referral link — you get free platform credits on signup (enough for several thousand free results) and you help fund the maintenance of this actor fleet.

Integration Surface

Every actor in the NexGenData catalog can be triggered from:

• Apify console — point-and-click run
• Apify API — REST + webhooks
• Apify Python / JS SDKs — programmatic batch
• Zapier, Make.com, n8n — official integrations
• MCP — many actors are exposed as MCP tools for Claude / ChatGPT / Cursor agents
• Schedules — built-in cron for daily / weekly / monthly runs
• Webhooks — POST results to any HTTPS endpoint on dataset write

Support

NexGenData maintains 260+ Apify actors and ships updates regularly. Bug reports via the Apify console issues tab get a response within 24 hours. Roadmap requests are welcome — high-demand features ship in the next version.

Home: thenextgennexus.com Full catalog: apify.com/nexgendata