Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 4 skills

Use this as a shortlist, then open the skill detail page before adopting.

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Decision summary

Firecrawl is the strongest overall pick here because it has a 100/100 readiness score and fits Web scraping.

Strongest overall

Firecrawl

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Firecrawl

Best first install candidate based on install readiness and adoption.

Freshest repo

Autoscraper

Most recent maintenance signal among this shortlist.

SignalScrapegraph AI

Python scraper based on AI

Autoscraper

A Smart, Automatic, Fast and Lightweight Web Scraper for Python

Crawl4AI

Open-source LLM-friendly web crawler and scraper

Firecrawl

Turn any website into LLM-ready markdown or structured data

Quality
100/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

100/100
Production-ready

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Adoption27K stars
Verified outcomes are shown on each skill page
7.9K stars
Verified outcomes are shown on each skill page
73K stars
Verified outcomes are shown on each skill page
134K stars
Verified outcomes are shown on each skill page
FreshnessJun 15, 2026Jul 29, 2026Jul 15, 2026Jun 17, 2026
Use-case fit
Workflow fit
Platform hintsPython, Web Automation, Claude CodePython, Web Automation, Claude CodeClaude, GPT-4, LangChain, CrewAI, OpenClawClaude, GPT-4, LangChain, OpenClaw, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo major risk signals from current metadataNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signalsWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signalsWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signalsWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
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Install
$ npx skills add ScrapeGraphAI/Scrapegraph-ai
$ npx skills add alirezamika/autoscraper
$ npx skills add unclecode/crawl4ai
$ npx skills add firecrawl/firecrawl