Google Maps Review Analyzer

Task

Use @Google Maps/Location SearchName it "Google Maps/Location Search" and call it with @Google Maps/Location Search to find a business, then use @Google Maps/Location ReviewsName it "Google Maps/Location Reviews" and call it with @Google Maps/Location Reviews to analyze customer feedback and generate actionable insights.

Example: Analyze reviews for "Blue Bottle Coffee in San Francisco" to identify what customers love and what needs improvement.

Input

The user will provide a business name and location.

Example: "Starbucks in Downtown Seattle" or "The best pizza place near Times Square"

Context

What to Search For

Customer reviews that reveal:

• Overall sentiment (positive/negative/neutral)
• Recurring themes (service, cleanliness, wait times, product quality)
• Specific pain points mentioned repeatedly
• What customers love most

Search Strategy

1. Search for the business location first
2. Fetch 2-3 pages of reviews (approximately 40-60 reviews)
3. Analyze patterns across all reviews, not just recent ones

What Counts as a Valid Result

• Only analyze reviews that were actually retrieved — never fabricate content
• Include direct quotes (shortened to <100 chars) to support findings
• If fewer than 10 reviews are available, note this limitation

Output

Return a structured analysis:

Executive Summary: One paragraph with overall sentiment score (1-5 stars) and key finding in bold.

What Customers Love: 3-5 bullet points with example quotes.

Pain Points: 3-5 bullet points with example quotes.

Recommendations: 3-5 actionable improvements based on the analysis.