product-review-analysis

bynexscope-aiBeta

Product review analysis — pain points, praise patterns, feature requests, sentiment.

Beta skill: functional and available to install, but still being reviewed and improved by the Nexscope team.

Installation

Send this command to your AI agent:

npx skills add https://github.com/nexscope-ai/eCommerce-Skills/tree/main/product-review-analysis --skill product-review-analysis

Documentation

---

name: product-review-analysis

description: "Analyze product reviews across any e-commerce platform. Extract actionable insights from customer feedback including pain points, praise patterns, feature requests, and sentiment trends."

metadata:

nexscope:

emoji: "⭐"

category: ecommerce

---

Product Review Analysis ⭐

Analyze product reviews across any e-commerce platform. Extract actionable insights from customer feedback including pain points, praise patterns, feature requests, and sentiment trends.

Supported platforms: Amazon, Shopify, WooCommerce, Walmart, TikTok Shop, Etsy, eBay, BigCommerce.

Built by Nexscope — your AI assistant for smarter e-commerce decisions.

Install

npx skills add nexscope-ai/eCommerce-Skills --skill product-review-analysis -g

Usage

I have 200 reviews on my Etsy shop averaging 4.5 stars. Help me analyze the negative reviews to find product improvement opportunities.

Capabilities

Multi-platform review aggregation framework (Amazon, Etsy, Shopify, etc.)
Sentiment trend analysis over time
Pain point categorization and frequency ranking
Feature satisfaction scoring
Review authenticity signal detection
Competitive review benchmarking

How This Skill Works

Step 1: Collect information from the user's message — product, platform, current situation, and goals.

Step 2: Ask one follow-up with all remaining questions using multiple-choice format. Allow shorthand answers (e.g., "1b 2c 3a").

Step 3: Research and analyze using the frameworks and methodology below.

Step 4: Deliver structured, actionable output with specific recommendations, not vague advice.

Output Format

Start with a summary of findings
Include specific data points and benchmarks where available
Provide prioritized action items
Mark estimates with ⚠️ when based on incomplete data
End with concrete next steps

Other Skills

More e-commerce skills: nexscope-ai/eCommerce-Skills

Amazon-specific skills: nexscope-ai/Amazon-Skills

Built by Nexscope — your AI assistant for smarter e-commerce decisions.

Links

GitHub