Pangolinfo Amazon Scraper
Description
Pull structured Amazon data into Claude for product and market research. One Python helper (standard library only) calls the Pangolinfo API with a choice of parsers: product detail pages, keyword search results, category listings, seller catalogs, best sellers, and new releases. Set a zip code for localized pricing and choose JSON, markdown, or raw HTML output. Useful for competitor pricing checks, category sizing, and listing research.
What Claude Learns
- → Scrape Amazon product detail pages into structured JSON
- → Run Amazon keyword searches and read ranked results
- → List products by category, seller, best sellers, and new releases
- → Get localized pricing with a zip code
- → Choose JSON, markdown, or raw HTML output
- → Read API error codes and the Amazon API reference
Installation
This skill needs its whole folder (SKILL.md plus scripts/ and references/), not SKILL.md alone.
git clone --depth 1 https://github.com/Pangolin-spg/openclaw-skills.git /tmp/pangolinfo-skills
mkdir -p ~/.claude/skills
cp -R /tmp/pangolinfo-skills/pangolinfo-amazon-scraper ~/.claude/skills/
# Then set your Pangolinfo credentials (get them at https://tool.pangolinfo.com/):
export PANGOLIN_TOKEN="..."
Requires Python 3.6+ (standard library only).
Stack & Dependencies
Editor’s note What our review found
Vendor-submitted by Pangolinfo. We reviewed the code on 2026-10-22. We did not run it against the live API, and this listing is not an endorsement by us, Amazon, or Google.
What we checked: the Python helper uses only the standard library. It connects only to the Pangolinfo API (scrapeapi.pangolinfo.com). It does not run other programs.
Cost: the skill files are free (MIT license). Every data call uses Pangolinfo credits, so you need your own Pangolinfo account. A free plan gives 60 credits per month with no credit card (checked on the Pangolinfo pricing page on 2026-10-23). Paid plans add more credits for higher usage.
Credentials: use PANGOLIN_TOKEN if you can. If you log in with email and password, the helper saves the token as plain text in ~/.pangolin_token (scripts/pangolinfo.py). The file is readable only by your user account (permission 600), but it is not encrypted. Delete that file when you no longer need it.
Use Cases
Scrape Amazon product detail pages into structured JSON
Using Claude Code and Python 3.6+ (standard library)
Run Amazon keyword searches and read ranked results
Using Claude Code and Python 3.6+ (standard library)
List products by category, seller, best sellers, and new releases
Using Claude Code and Python 3.6+ (standard library)
Get localized pricing with a zip code
Using Claude Code and Python 3.6+ (standard library)
Choose JSON, markdown, or raw HTML output
Using Claude Code and Python 3.6+ (standard library)