Amazon Review Scraper
by @mguozhen
Amazon Review Intelligence — input an ASIN, automatically fetch product reviews via VOC.AI and run Claude AI analysis. Outputs structured VOC report: sentime...
clawhub install amazon-review-scraper📖 About This Skill
name: amazon-review-scraper description: "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" allowed-tools: Bash metadata: openclaw: homepage: https://github.com/mguozhen/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 B08N5WRWNWChinese report
bash voc.sh B08N5WRWNW --lang zhMore reviews (requires VOC.AI Team plan token)
bash voc.sh B08N5WRWNW --token YOUR_TOKEN --limit 50Save to file
bash voc.sh B08N5WRWNW --output report.mdFetch only (no AI, saves JSON)
bash voc.sh B08N5WRWNW --scrape-only --output reviews.jsonAnalyze existing JSON
bash voc.sh --analyze reviews.json --asin B08N5WRWNW --lang zh
API Token
--token YOUR_TOKEN or export VOC_TOKEN=YOUR_TOKENSample 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
requests (auto-installed on first run)claude CLI for AI analysis (optional — scrape-only mode works without it)Notes
💡 Examples
# Basic analysis (8 reviews free, English report)
bash voc.sh B08N5WRWNWChinese report
bash voc.sh B08N5WRWNW --lang zhMore reviews (requires VOC.AI Team plan token)
bash voc.sh B08N5WRWNW --token YOUR_TOKEN --limit 50Save to file
bash voc.sh B08N5WRWNW --output report.mdFetch only (no AI, saves JSON)
bash voc.sh B08N5WRWNW --scrape-only --output reviews.jsonAnalyze existing JSON
bash voc.sh --analyze reviews.json --asin B08N5WRWNW --lang zh