Web Scraper Pro for OpenClaw — Review, Trust Score & Install Guide

Short answer: Web Scraper Pro is a community OpenClaw skill for search & research. Trust Score 94/100 based on source transparency, permission scope, install safety, update recency, community signal, and documentation quality.

Trust Score: 94/100

Security tier: Community
Risk level: Low
Last reviewed: 2026-02-12
Reviewer: OpenClaw Skills Hub editorial team
Version: 2.9.1
Author: scrape-labs
Install command: npx clawhub@latest install web-scraper-pro

How we calculate Trust Scores →

What Web Scraper Pro does

Web Scraper Pro is an advanced web scraping skill that uses AI to intelligently identify and extract the content you need. It handles JavaScript-rendered pages, bypasses common anti-bot measures ethically, and outputs clean structured data in JSON, CSV, or Markdown formats.

How to install Web Scraper Pro

Install the OpenClaw CLI: npm install -g clawhub@latest
Install this skill: npx clawhub@latest install web-scraper-pro
Verify the install: openclaw skills list

Security review

This skill is currently classified as Community with a low risk profile. Our reviewers inspected the SKILL.md manifest, dependency tree, declared permissions, network calls, and shell commands before publishing this score. See our editorial policy and Trust Score methodology for the full rubric.

Best for

Extract product data and pricing from e-commerce sites
Monitor competitor content and pricing changes
Aggregate news and blog content for analysis
Build datasets for machine learning from web sources

Avoid if

You need a fully air-gapped install with no network calls.
Your environment forbids skills with unverified maintainers.
You require a formally audited SBOM that this version does not yet provide.

Alternatives & related skills

Deep Research — Conduct multi-source research with automatic synthesis, citation tracking, and fact verification.
News Aggregator — Aggregate, filter, and summarize news from hundreds of sources with AI-powered topic clustering.
Data Pipeline — Build ETL/ELT data pipelines with AI — extract, transform, and load data between any sources.

Frequently asked questions

Does Web Scraper Pro respect robots.txt?

Yes, by default it respects robots.txt and rate limits.

Can it handle JavaScript-heavy sites?

Yes, it uses a headless browser engine for full JavaScript rendering.

How do I install Web Scraper Pro?

Run `npx clawhub@latest install web-scraper-pro` from any directory with Claude Code or OpenClaw installed. The skill is added to your local SKILL.md registry and is available to your agent immediately — no restart required.