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.
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
Firecrawl
Most recent maintenance signal among this shortlist.
| Signal | Browser Use Make AI agents interact with websites using natural language | Crawl4AI Open-source LLM-friendly web crawler and scraper | Browser Lightpanda: the headless browser designed for AI and automation | 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. |
| Adoption | 97K stars 28K installs | 66K stars 31K installs | 31K stars 0 installs | 133K stars 25K installs |
| Freshness | Jun 1, 2026 | May 22, 2026 | Jun 15, 2026 | Jun 16, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Claude, GPT-4, LangChain, OpenClaw, Claude Code | Claude, GPT-4, LangChain, CrewAI, OpenClaw | Zig, Browser Automation, Claude Code, Browser agents | Claude, GPT-4, LangChain, OpenClaw, Claude Code |
| Warnings | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals | Web scraping workflows · Claude Code teams · teams that value GitHub adoption signals | Browser automation 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 | 7 views 1 install copies | 0 views 0 install copies | 0 views 0 install copies | 6 views 0 install copies |
| Install | $ npx skills add browser-use/browser-use | $ npx skills add unclecode/crawl4ai | $ npx skills add lightpanda-io/browser | $ npx skills add firecrawl/firecrawl |