Skill comparison
Compare agent skills before installing.
Comparing 3 skills
Use this as a shortlist, then open the skill detail page before adopting.
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
Crawl4AI
Most recent maintenance signal among this shortlist.
| Signal | Web Scraping Detailed web scraping tutorials for dummies with financial data crawlers on Reddit WallStreetBets, CME (both options and futures), US Treasury, CFTC, LME, MacroTrends, SHFE and alternative data crawlers on Tomtom, BBC, Wall Street Journal, Al Jazeera, Reuters, Financial Times, Bloomberg, CNN, Fortune, The Economist | Crawl4AI Open-source LLM-friendly web crawler and scraper | Firecrawl Turn any website into LLM-ready markdown or structured data |
|---|---|---|---|
| Quality | 56/100 Promising | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 61/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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. |
| Adoption | 884 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 |
| Freshness | Feb 1, 2022 | Jul 15, 2026 | Jun 17, 2026 |
| Use-case fit | |||
| Workflow fit | |||
| Platform hints | Python, Web Automation, Claude Code | Claude, GPT-4, LangChain, CrewAI, OpenClaw | Claude, GPT-4, LangChain, OpenClaw, Claude Code |
| Warnings | Repository looks stale | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Web scraping workflows · Claude Code teams · teams that value GitHub adoption signals | Web scraping workflows · Claude Code teams · teams that value GitHub adoption signals | Web scraping workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 5 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add je-suis-tm/web-scraping | $ npx skills add unclecode/crawl4ai | $ npx skills add firecrawl/firecrawl |