Star200+

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

Browsertrix Crawler

Most recent maintenance signal among this shortlist.

SignalBrowsertrix Crawler

Run a high-fidelity browser-based web archiving crawler in a single Docker container

Wiseflow

为所有人准备的AI搞钱团队，帮你把经验和方法跑成一门生意。

Colly

Elegant Scraper and Crawler Framework for Golang

Newspaper

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

Quality
100/100
Excellent
94/100
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.

Adoption1.1K stars
Verified outcomes are shown on each skill page
8.3K stars
Verified outcomes are shown on each skill page
25K stars
Verified outcomes are shown on each skill page
15K stars
Verified outcomes are shown on each skill page
FreshnessJul 23, 2026Jun 5, 2026Jun 18, 2026Jul 8, 2026
Use-case fit
Web scrapingCoding agentsRAG and knowledge
Web scrapingSports analyticsCoding agents
Web scrapingCoding agentsSports analytics
Web scrapingCoding agentsSports analytics
Workflow fit
Web data pipelineContent growth agent
Web data pipelineCoding review agent
Web data pipelineCoding review agent
Web data pipelineCoding review agent
Platform hintsTypeScript, Crawler, Claude Code, Browser agentsTypeScript, Crawler, Claude CodeGo, Crawler, Claude CodePython, Crawler, Claude Code
WarningsNo major risk signals from current metadataNo 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
OpenAgentSkill engagement5 views
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Install
$ npx skills add webrecorder/browsertrix-crawler
$ npx skills add TeamWiseFlow/wiseflow
$ npx skills add gocolly/colly
$ npx skills add codelucas/newspaper