VOC AI — Amazon Review Intelligence
Input an ASIN, AI automatically scrapes and deeply analyzes Amazon reviews, outputting a structured bilingual insight report.
Prerequisites
Ensure the browser skill is installed (used for scraping reviews):
npx skills add browserbase/skills@browser
Set your Claude API Key:
export ANTHROPIC_API_KEY="your-api-key"
Quick Start
# Basic analysis (scrapes latest 100 reviews by default)
bash ~/.agents/skills/voc-amazon-reviews/voc.sh B08N5WRWNW
# Specify review count
bash ~/.agents/skills/voc-amazon-reviews/voc.sh B08N5WRWNW --limit 200
# Specify marketplace (default: amazon.com)
bash ~/.agents/skills/voc-amazon-reviews/voc.sh B08N5WRWNW --market amazon.co.uk
# Save report to file
bash ~/.agents/skills/voc-amazon-reviews/voc.sh B08N5WRWNW --output report.md
Sample Output
╔══════════════════════════════════════════════════════╗
║ VOC AI Analysis Report ║
║ ASIN: B08N5WRWNW | Reviews Analyzed: 100 ║
║ Market: amazon.com | Generated: 2026-03-08 ║
╚══════════════════════════════════════════════════════╝
📊 Sentiment Distribution
Positive ████████████░░░░ 74% (74 reviews)
Neutral ███░░░░░░░░░░░░░ 16% (16 reviews)
Negative ██░░░░░░░░░░░░░░ 10% (10 reviews)
🔴 Top 5 Pain Points
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
1. Short battery life (28 mentions)
"Battery drained in 2 days, very disappointed"
2. Unstable Bluetooth connection (19 mentions)
"Bluetooth keeps disconnecting randomly"
🟢 Top 5 Selling Points
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
1. Excellent sound quality (52 mentions)
"Amazing bass and crystal clear highs for the price"
💡 Listing Optimization Suggestions
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
1. [Title] Add battery capacity (e.g. 800mAh) and playtime hours
to reduce negative reviews from mismatched expectations.
2. [Images] Add a scene image showing Bluetooth range and include
pairing instructions in A+ Content.
3. [Bullets] Lead first bullet with sound quality, use authentic
customer language like "crystal clear" and "deep bass".
How It Works
① Input ASIN
↓
② browser CLI opens Amazon review pages (with pagination)
↓
③ Parse review data (rating, body, date, Verified badge)
↓
④ Claude AI deep semantic analysis
↓
⑤ Output structured bilingual report
Scripts
| File | Description |
|---|---|
voc.sh | Main entry point |
scraper.sh | Amazon review scraper (based on browser CLI) |
analyze.sh | Claude API analysis script |
Notes
- Amazon has strong anti-bot measures — configure
BROWSERBASE_API_KEYfor reliable remote browser access - Each analysis uses approximately 2,000–5,000 Claude API tokens (~$0.01–$0.03)
- Review scraping takes ~5–10 seconds per page; 100 reviews ≈ 1–2 minutes
- Please use responsibly — avoid frequent bulk scraping of the same product