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.
| Signal | Firecrawl 🔥 Search, scrape, and clean the web for AI agents. | 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. | WaterCrawl Transform Web Content into LLM-Ready Data | GoogleScraper A Python module to scrape several search engines (like Google, Yandex, Bing, Duckduckgo, ...). Including asynchronous networking support. |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 93/100 Excellent | 75/100 Strong |
| Adoption | 123K stars 0 installs | 9.1K stars 0 installs | 1.8K stars 0 installs | 2.8K stars 0 installs |
| Freshness | May 23, 2026 | May 22, 2026 | May 20, 2026 | Jul 3, 2021 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | TypeScript, AI Agents, Claude Code | Python, Web Automation, Claude Code, OpenAI Agents, Browser agents | TypeScript, Crawler, Claude Code | HTML, Crawler, Claude Code |
| Warnings | No major warning signals | No major warning signals | No major warning signals | Repository looks stale |
| Install | $ npx skills add firecrawl/firecrawl | $ npx skills add apify/crawlee-python | $ npx skills add watercrawl/WaterCrawl | $ npx skills add NikolaiT/GoogleScraper |