Pangolinfo Amazon Scraper

Teaches your agent to pull live Amazon products, keyword results, bestseller lists and reviews as clean JSON

About

Ask for an ASIN, a keyword, a category, a seller or a bestseller list and your agent knows which Pangolinfo MCP tool to call, which fields to pull and how to page through results: price, rating, review count, BSR, monthly sales, badges, sponsored flags and bulk reviews for customer feedback analysis. It has a fallback for any Amazon URL with price and sort filters, a localized ZIP code option, and rules that keep it from burning credits, like reading seller rank from one call instead of opening every product page. It is the companion to the Pangolinfo Amazon Data MCP, so you need that server connected and a Pangolinfo API key.

Install

Works with Claude Code, Cursor, Codex, Cline, Windsurf, OpenClaw

Access

High

What this skill's own files let it touch on your machine and accounts. Access isn't a verdict: check the publisher and the security audits too.

No bundled scripts
No shell commands
Doesn’t write files
Uses the network
Asks for credentials

Instruction-only SKILL.md with no scripts: every request goes through the hosted Pangolinfo MCP, which you connect yourself with your own API key. Calls spend Pangolinfo credits (free plan has 60 a month, paid from $19/month), and the skill tags each call with clientSource "skill" so Pangolinfo can attribute usage. Most of the instructions are written in Chinese with English headings and examples, which agents handle fine but makes it harder to audit by eye. ClawHub moderation verdict is clean (about 1.9k downloads there). Published by Pangolinfo itself, MIT.

Reviewed from source on Oct 20, 2026. Read the files yourself before installing.