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Amazon Review Analyzer

This one pulls sentiment patterns and recurring complaints from Amazon product reviews so you can figure out what customers actually hate about competitor products. It works across Amazon, Shopify, Walmart, and a few other platforms. The workflow is straightforward: you ask about a product, it follows up with clarifying questions in multiple choice format, then delivers a breakdown of complaints ranked by severity plus feature requests extracted from review language. Useful when you're planning a product launch and want to know exactly which pain points to fix, or when you need real customer language for marketing copy. Built by Nexscope, outputs actionable priorities instead of generic sentiment scores.

skills.sh installs
1.4K
GitHub stars
855
last updated
Aug 21, 2026

Install

$ npx -y skills add nexscope-ai/amazon-skills --skill amazon-review-analyzer --agent claude-code

Installs into .claude/skills of the current project.

Files

Amazon Review Analyzer 💬

Transform customer reviews into competitive intelligence and product improvement roadmaps.

Installation

npx skills add nexscope-ai/Amazon-Skills --skill amazon-review-analyzer -g

Usage Examples

Competitor review analysis:

"Analyze reviews for competitor yoga mats - what are customers complaining about?"

Product improvement insights:

"What do customers love/hate about wireless earbuds under $100?"

Market opportunity identification:

"Find unmet needs in the home security camera category from reviews"

Core Capabilities

1. Sentiment Pattern Analysis

  • Star rating distribution analysis
  • Positive vs negative theme extraction
  • Emotional sentiment scoring
  • Satisfaction trend identification

2. Complaint Mining & Prioritization

  • Recurring complaint identification
  • Issue severity ranking by frequency
  • Quality vs usability problem separation
  • Return/refund trigger analysis

3. Feature Request Extraction

  • Customer-suggested improvements
  • Unmet need identification
  • Feature demand prioritization
  • Innovation opportunity mapping

Sponsors

Details

Repository
github.com/nexscope-ai/amazon-skills
Categories
Git & Pull Requests, Code Review & Quality, Marketing & SEO
First seen
Jun 3, 2026

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