Setup & Installation
Or with the ClawHub CLI, for registry-managed skill folders outside a full OpenClaw workspace:
What This Skill Does
Extracts structured Amazon product reviews using BrowserAct's Amazon Reviews API, given an ASIN. Returns per-review data including star rating, title, full description, reviewer country, publish date, and verified purchase status. Handles anti-bot measures and regional IP restrictions without requiring an Amazon account.
Bypasses reCAPTCHA, IP restrictions, and geofencing without needing an Amazon account or custom crawler infrastructure.
When to use it
- Pulling all reviews for a competitor's product by ASIN
- Tracking recent customer sentiment shifts on a specific item
- Identifying quality issues from verified purchase feedback
- Collecting reviewer profiles and links for market research
- Aggregating common complaints across a product category
Example Workflow
Here's how your AI assistant might use this skill in practice.
User asks: Get reviews for Amazon product B07TS6R1SF
- 1Check that BROWSERACT_API_KEY environment variable is set; if not, prompt the user to obtain one from the BrowserAct Console
- 2Run the extraction script with the provided ASIN: python -u ./scripts/amazon_reviews_api.py B07TS6R1SF
- 3Monitor terminal output for timestamped status logs until the task completes
- 4Parse and return the structured review data from the API response
List of reviews each containing reviewer name, profile link, star rating, title, full review text, publish date, country, product variant, and verified purchase status
Requirements
Accounts, API keys, or tools you or your AI assistant may need to set up while using this skill.