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 | Crawlee Python Crawlee—A web scraping and browser automation library for Python to build reliable crawlers. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Parsel, BeautifulSoup, Playwright, and raw HTTP. Both headful and headless mode. With proxy rotation. | Crawlee Crawlee—A web scraping and browser automation library for Node.js to build reliable crawlers. In JavaScript and TypeScript. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Puppeteer, Playwright, Cheerio, JSDOM, and raw HTTP. Both headful and headless mode. With proxy rotation. | Firecrawl The API to search, scrape, and interact with the web at scale. 🔥 | Scrapegraph AI Python scraper based on AI |
|---|---|---|---|---|
| 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 | 9.2K stars 0 installs | 24K stars 0 installs | 132K stars 0 installs | 27K stars 0 installs |
| Freshness | Jun 11, 2026 | Jun 12, 2026 | Jun 12, 2026 | Jun 11, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Playwright, Claude Code, OpenAI Agents, Browser agents | TypeScript, Playwright, Claude Code, OpenAI Agents, Browser agents | TypeScript, AI Agents, Claude Code | Python, Web Automation, Claude Code |
| Warnings | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | 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 | 4 views 0 install copies | 0 views 0 install copies | 14 views 2 install copies | 0 views 0 install copies |
| Install | $ npx skills add apify/crawlee-python | $ npx skills add apify/crawlee | $ npx skills add firecrawl/firecrawl | $ npx skills add ScrapeGraphAI/Scrapegraph-ai |