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.

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Decision summary

Colly is the strongest overall pick here because it has a 100/100 readiness score and fits Web scraping.

Strongest overall

Colly

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

Colly

Best first install candidate based on install readiness and adoption.

Freshest repo

Newspaper

Most recent maintenance signal among this shortlist.

SignalSpider Reverse

爬虫逆向案例,已完成:TLS指纹|瑞数|震坤行 | 网易易盾 | 微信小程序反编译逆向(百达星系) | 同花顺 | rpc解密 | 加速乐 | 极验滑块验证码 | 巨量算数 | Boss直聘 | 企查查 | 中国五矿 | qq音乐 | 产业政策大数据平台 | 企知道 | 雪球网(acw_sc__v2) | 1688 | 七麦数据 | whggzy | 企名科技 | mohurd | 艺恩数据 | 欧科云链

Proxy Pool

Python ProxyPool for web spider

Newspaper

newspaper3k is a news, full-text, and article metadata extraction in Python 3. Advanced docs:

Colly

Elegant Scraper and Crawler Framework for Golang

Quality
81/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
92/100
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.

Adoption901 stars
Verified outcomes are shown on each skill page
23K stars
Verified outcomes are shown on each skill page
15K stars
Verified outcomes are shown on each skill page
25K stars
Verified outcomes are shown on each skill page
FreshnessMay 29, 2026Jun 9, 2026Jul 8, 2026Jun 18, 2026
Use-case fit
Workflow fit
Platform hintsPython, Crawler, Claude CodePython, Crawler, Claude CodePython, Crawler, Claude CodeGo, Crawler, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signalsWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signalsWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signalsWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add 0xAllenChen/spider_reverse
$ npx skills add jhao104/proxy_pool
$ npx skills add codelucas/newspaper
$ npx skills add gocolly/colly