Skill comparison
Compare agent skills before installing.
Comparing 4 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 | Scrapegraph AI Python scraper based on AI | Crawl4AI Open-source LLM-friendly web crawler and scraper | Firecrawl Turn any website into LLM-ready markdown or structured data | Awesome Web Scraping List of libraries, tools and APIs for web scraping and data processing. |
|---|---|---|---|---|
| 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. |
| Adoption | 27K stars 0 installs | 73K stars 31K installs | 134K stars 25K installs | 7.9K stars 0 installs |
| Freshness | Jun 15, 2026 | Jul 15, 2026 | Jun 17, 2026 | May 28, 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 | Makefile, Web Automation, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| 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 | Web scraping workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | 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 | 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 | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 4 views 0 install copies |
| Install | $ npx skills add ScrapeGraphAI/Scrapegraph-ai | $ npx skills add unclecode/crawl4ai | $ npx skills add firecrawl/firecrawl | $ npx skills add lorien/awesome-web-scraping |