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.

Signal	Short Jokes Dataset Python scripts for building 'Short Jokes' dataset, featured on Kaggle	Scrapy Scrapy, a fast high-level web crawling & scraping framework for Python.	Helium Lighter web automation with Python	Changedetection.Io Best and simplest tool for website change detection, web page monitoring, and website change alerts. Perfect for tracking content changes, price drops, restock alerts, and website defacement monitoring—all for free or enjoy our SaaS plan!
Quality	51/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	41/100 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.
Adoption	283 stars 0 installs	63K stars 0 installs	8.3K stars 0 installs	32K stars 0 installs
Freshness	Oct 1, 2020	Jun 25, 2026	Jun 3, 2026	Jun 3, 2026
Use-case fit	Web scraping Browser automation Coding agents	Browser automation Web scraping Coding agents	Browser automation Web scraping Coding agents	Sports analytics Browser automation Web scraping
Stack fit	Web data pipeline Browser QA agent	Web data pipeline Content growth agent	Browser QA agent Web data pipeline	Content growth agent Web data pipeline
Platform hints	Python, Web Automation, Claude Code, Browser agents	Python, Web Automation, Claude Code	Python, Web Automation, Claude Code, Browser agents	Python, Web Automation, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No major risk signals from current metadata	No OpenAgentSkill engagement data yet
Best for	Web scraping workflows · Claude Code teams · builders willing to evaluate younger projects	Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals	Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals	Sports analytics workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that require actively maintained dependencies · production agents without a repository 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	0 views 0 install copies	0 views 0 install copies	2 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add amoudgl/short-jokes-dataset`	`$ npx skills add scrapy/scrapy`	`$ npx skills add mherrmann/helium`	`$ npx skills add dgtlmoon/changedetection.io`