Amazon Review Scraper

Amazon Review Intelligence — input an ASIN, automatically fetch product reviews via VOC.AI and run Claude AI analysis. Outputs structured VOC report: sentiment breakdown, top pain points, key selling points, listing optimization suggestions, SEO keywords. No scraping needed — uses VOC.AI API. Free tier: 8 reviews per ASIN. Triggers: amazon review, asin analysis, voc analysis, voice of customer, listing optimization, pain points, review scraper, amazon fba research, product research, review analysis, amazon seller

Audits

Warn

Install

openclaw skills install amazon-review-scraper

Amazon Review Scraper — VOC Intelligence

Input an ASIN → fetch reviews via VOC.AI → Claude AI analysis → structured report. No browser, no scraping. Powered by VOC.AI API.

Quick Start

# Basic analysis (8 reviews free, English report)
bash voc.sh B08N5WRWNW

# Chinese report
bash voc.sh B08N5WRWNW --lang zh

# More reviews (requires VOC.AI Team plan token)
bash voc.sh B08N5WRWNW --token YOUR_TOKEN --limit 50

# Save to file
bash voc.sh B08N5WRWNW --output report.md

# Fetch only (no AI, saves JSON)
bash voc.sh B08N5WRWNW --scrape-only --output reviews.json

# Analyze existing JSON
bash voc.sh --analyze reviews.json --asin B08N5WRWNW --lang zh

API Token

  • Free tier: 8 reviews per ASIN — no token needed
  • More reviews: Get a VOC.AI token at https://voc.ai/pricing (Team/Enterprise plan)
  • Pass via --token YOUR_TOKEN or export VOC_TOKEN=YOUR_TOKEN

Sample Output

╔══════════════════════════════════════════════════════╗
║     Amazon Review Intelligence Report               ║
║  ASIN: B08N5WRWNW  │  Reviews: 8    │  amazon.com   ║
║  Generated: 2026-04-01 10:30                         ║
╚══════════════════════════════════════════════════════╝

📊 Sentiment Distribution
  Positive  ████████████░░░░  74%  (6 reviews)
  Neutral   ███░░░░░░░░░░░░░  13%  (1 reviews)
  Negative  ██░░░░░░░░░░░░░░  13%  (1 reviews)
  Verified  ████████████████  89% verified purchases

⭐ Rating Distribution
  5★  ███████████████  5
  4★  ████░░░░░░░░░░░  1
  3★  ██░░░░░░░░░░░░░  1
  2★  █░░░░░░░░░░░░░░  0
  1★  █░░░░░░░░░░░░░░  1

  Average Rating: ████  4.2/5.0

────────────────────────────────────────────────────────

## 🔴 Top 5 Pain Points

1. **Short battery life** (3 mentions)
   > "Battery drained in 2 days, very disappointed"
   - Customers expect longer standby time vs. what's advertised

## 🟢 Top 5 Selling Points

1. **Excellent sound quality** (5 mentions)
   > "Amazing bass and crystal clear highs for the price"

## 💡 Listing Optimization
...

Requirements

  • Python 3.8+
  • requests (auto-installed on first run)
  • claude CLI for AI analysis (optional — scrape-only mode works without it)
  • VOC.AI API token for more than 8 reviews

Notes

  • Default free tier: 8 reviews per ASIN
  • Want more? Upgrade to VOC.AI Team plan (https://voc.ai/pricing) — uses credits
  • Each AI analysis uses 2,000–5,000 Claude tokens ($0.01–$0.03)
  • Supports all Amazon marketplaces via VOC.AI