Pricing

Pay per event

Review Intelligence MCP Server for AI Assistants

MCP Server providing AI assistants with unified access to 11+ review platforms through a single interface. Scrape reviews, analyze sentiment, generate AI-powered responses, and monitor reputation across Google, Yelp, Facebook, TripAdvisor, and more.

Pricing

Pay per event

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Developer

The Howlers

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5 days ago

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Review Intelligence MCP Server

MCP Server providing AI assistants with unified access to review aggregation, sentiment analysis, and response generation across multiple platforms. Scrape reviews from Google, Yelp, Facebook, TripAdvisor, Angi, BBB, Healthgrades, HomeAdvisor, G2, Capterra, and Trustpilot.

BYOK (Bring Your Own Key) -- you provide your own API credentials.

Before You Start

This actor requires your own API credentials to fetch real data.

Where to get your key: Your Apify API token to call the underlying review scraper actors

You can test with Demo Mode first (free, no key needed) to see the output format before committing.

Quick Start

Test with Demo Mode (free, no API key needed)

{
  "demoMode": true
}

Run with real data

{
  "demoMode": false,
  "apifyToken": "YOUR_API_KEY_HERE",
  "anthropicApiKey": "YOUR_API_KEY_HERE",
  "openaiApiKey": "YOUR_API_KEY_HERE",
  "tool": "list_platforms"
}

Input Parameters

Parameter	Type	Default	Required	Description
`apifyToken`	string	-	Yes*	Your Apify API token to call the underlying review scraper actors
`anthropicApiKey`	string	-	Yes*	Your Anthropic API key for AI-powered sentiment analysis and response generation
`openaiApiKey`	string	-	Yes*	Your OpenAI API key for AI-powered analysis (alternative to Anthropic)
`tool`	string	`"list_platforms"`	No	The MCP tool to execute
`toolInput`	object	-	No	JSON input for the selected tool
`demoMode`	boolean	`true`	No	Run with sample data to test without actual scraping
`webhookUrl`	string	-	No	Optional webhook URL to receive results when analysis completes

*Required when Demo Mode is off.

Pricing

This actor uses pay-per-event billing:

Event	Description	Price
Tool Execution	Each MCP tool execution (review scraping, sentiment analysis)	$0.05

Demo mode is free -- no charges for sample data.

Troubleshooting

"API key is required"

You have Demo Mode turned off but didn't provide an API key. Either:

Turn Demo Mode on to test with sample data
Add your API key in the input

"API error 403" or "Unauthorized"

Your API key is invalid, expired, or doesn't have access to this specific API endpoint. Double-check your key and account permissions.

"API error 429" or "Rate limit"

Too many requests. Wait a minute and try again, or reduce the number of items per run.

No results or empty dataset

Check the run log for error messages. Common causes:

Invalid input format (check the examples above)
API key without proper permissions
The target data doesn't exist or is too small to track

How do I test without an API key?

Enable Demo Mode in the input. This returns realistic sample data so you can verify the output format works for your workflow.

Built by John Rippy | Actor Arsenal

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