pangolin-amazon-scraperScrape Amazon product data using Pangolin APIs. Use this skill when the user wants to: look up Amazon products by ASIN, search Amazon by keyword, check bests...
Install via ClawdBot CLI:
clawdbot install liuyu020923/pangolin-amazon-scraperGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → https://scrapeapi.pangolinfo.com/api/v1/scrapeCalls external URL not in known-safe list
https://www.pangolinfo.comAI Analysis
The skill's external API calls (pangolinfo.com) are consistent with its stated purpose of Amazon scraping, and authentication requirements are documented. While data is sent to an external service, this is expected for the functionality and not overtly malicious.
Audited Apr 16, 2026 · audit v1.0
Generated May 9, 2026
A business analyst uses the skill to look up specific ASINs of competitor products on Amazon US. They retrieve detailed product data including pricing, ratings, and seller information to benchmark their own product offerings and identify competitive gaps.
A product manager checks the bestseller lists across multiple Amazon categories and regions to identify trending product segments. This informs inventory decisions and new product development based on real-time market demand.
A pricing analyst compares the price of a specific ASIN across Amazon US, UK, and Germany to optimize cross-border pricing strategies. The skill returns regional prices in a single request, enabling quick arbitrage detection.
A dropshipper evaluates potential suppliers by searching for products from a specific seller on Amazon. The skill provides seller product listings and reviews, helping to assess seller reliability and product quality before partnership.
A brand manager retrieves reviews for a top-selling product in their niche to understand customer pain points and preferences. The structured review data helps tailor their own product's features and marketing messaging.
Offer a monthly subscription service that provides curated Amazon product data (prices, rankings, reviews) to e-commerce sellers and marketers. The skill enables automated data collection across 13 regions, which can be packaged as dashboards or reports.
Build a public API where users pay per request (e.g., $0.01 per ASIN lookup or keyword search). The skill's underlying script handles all Amazon scraping, so you only need to bill for usage and scale infrastructure.
Develop a tool for Amazon affiliates that scans bestsellers and new releases to find high-commission products. The skill's data on pricing and ratings helps affiliates decide which products to promote, with links to their affiliate ID.
💬 Integration Tip
To integrate, ensure Python 3.8+ and environment variables for Pangolin credentials are set. The script outputs JSON to stdout, so it can be called from any application (e.g., Node.js, web apps) via child process or REST wrapper.
Scored May 9, 2026
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