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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.

Add more skills

Decision summary

Scrapy is the strongest overall pick here because it has a 100/100 readiness score and fits Browser automation.

Strongest overall

Scrapy

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

Fastest prototype

Scrapy

Best first install candidate based on install readiness and adoption.

Freshest repo

Scrapy

Most recent maintenance signal among this shortlist.

SignalHockey Scraper

Python Package for scraping NHL Play-by-Play and Shift data

Scrapy

Scrapy, a fast high-level web crawling & scraping framework for Python.

Newspaper

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

Helium

Lighter web automation with Python

Quality
48/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
38/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

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.

Adoption155 stars
0 installs
63K stars
0 installs
15K stars
0 installs
8.3K stars
0 installs
FreshnessJun 26, 2024Jun 25, 2026May 13, 2026Jun 3, 2026
Use-case fit
Web scrapingBrowser automationSports analytics
Browser automationWeb scrapingCoding agents
Web scrapingCoding agentsSports analytics
Browser automationWeb scrapingCoding agents
Stack fit
Web data pipelineContent growth agent
Web data pipelineContent growth agent
Web data pipelineCoding review agent
Browser QA agentWeb data pipeline
Platform hintsPython, Web Automation, Claude Code, Browser agentsPython, Web Automation, Claude CodePython, Crawler, Claude CodePython, Web Automation, Claude Code, Browser agents
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadataNo major risk signals from current metadata
Best forWeb scraping workflows · Claude Code teams · builders willing to evaluate younger projectsBrowser automation workflows · Claude Code teams · teams that value GitHub adoption signalsWeb scraping workflows · Claude Code teams · teams that value GitHub adoption signalsBrowser automation workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal forteams that require actively maintained dependencies · production agents without a repository 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 engagement0 views
0 install copies
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Install
$ npx skills add HarryShomer/Hockey-Scraper
$ npx skills add scrapy/scrapy
$ npx skills add codelucas/newspaper
$ npx skills add mherrmann/helium