A powerful AI-driven tool for Amazon sellers to automatically fetch and analyze product reviews using VOC.AI and Claude AI.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install amazon-review-scraper
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install amazon-review-scraper using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Amazon Review Scraper - VOC Intelligence?
The Amazon Review Scraper is a developer-focused tool designed to automate Voice of Customer (VOC) research for Amazon FBA sellers and marketers. By integrating with the VOC.AI API and leveraging Claude AI for deep analysis, this skill transforms raw product reviews into actionable business intelligence. Unlike traditional scraping methods that are prone to IP blocks, this tool uses a reliable API-based approach to ensure data integrity and speed.
This Openclaw Skills integration allows users to input an ASIN and receive a comprehensive report covering sentiment distribution, top pain points, and specific optimization strategies for Amazon listings. It bridges the gap between raw data and strategic decision-making, providing a streamlined workflow for product research and competitive analysis.
Amazon Review Scraper - VOC Intelligence Use Cases
- Automated Voice of Customer (VOC) reporting for product managers.
- Competitive analysis to identify competitor product flaws and strengths.
- Amazon listing optimization through AI-generated SEO keywords and bullet point suggestions.
- Efficient sentiment analysis for large batches of customer feedback without manual reading.
- Product research for FBA sellers looking for market gaps or common customer complaints.
How Amazon Review Scraper - VOC Intelligence Works
- The user provides an Amazon ASIN and optional parameters like language or review limits via the CLI.
- The script calls the VOC.AI API to fetch structured review data from the specified Amazon marketplace.
- Raw review data is optionally saved as a JSON file or passed directly to the AI analysis engine.
- Claude AI processes the reviews to extract sentiment, recurring pain points, and key selling propositions.
- A final Markdown report is generated, providing a structured overview of the product's performance and optimization tips.
Amazon Review Scraper - VOC Intelligence Setup
Ensure you have Python 3.8+ installed. The requests library will be automatically handled on the first run. Integration with Openclaw Skills ensures a smooth setup process.
# Basic analysis (8 reviews free, English report)
bash voc.sh B08N5WRWNW
# Chinese report
bash voc.sh B08N5WRWNW --lang zh
# Save to file
bash voc.sh B08N5WRWNW --output report.md
To access more than 8 reviews, export your VOC.AI token:
export VOC_TOKEN=YOUR_TOKEN
Amazon Review Scraper - VOC Intelligence Data Schema & Taxonomy
The skill organizes its output into two primary formats: raw JSON data and a structured Markdown report. This data structure allows users to leverage Openclaw Skills for further data processing or visualization.
| Feature | Details |
|---|---|
| Sentiment | Percentage distribution of Positive, Neutral, and Negative reviews |
| Ratings | Visual bar chart representing the 1-5 star distribution and average rating |
| Pain Points | Bulleted list of common complaints with direct customer quotes |
| Selling Points | Key features highlighted by satisfied customers |
| SEO Keywords | AI-extracted keywords for backend search term optimization |
Amazon Review Scraper - VOC Intelligence Advanced Features
- Support for multi-language reports (e.g., English, Chinese) via the --lang flag.
- Scrape-only mode (--scrape-only) to bypass AI analysis and save raw JSON data for external processing.
- Existing data analysis (--analyze) to process previously downloaded review files without re-fetching.
- Customizable review limits for VOC.AI Team and Enterprise plan users.
- Integrated listing optimization suggestions generated by Claude AI based on customer sentiment.
SKILL.md
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