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

Pandas is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.

Strongest overall

Pandas

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

Fastest prototype

Pandas

Best first install candidate based on install readiness and adoption.

Freshest repo

Pandas

Most recent maintenance signal among this shortlist.

Signal	Pipeline the `pipeline` shell command	Goaccess GoAccess is a real-time web log analyzer and interactive viewer that runs in a terminal in *nix systems or through your browser.	Pandas Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more	Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All!
Quality	49/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	39/100 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	184 stars 0 installs	21K stars 0 installs	49K stars 0 installs	36K stars 0 installs
Freshness	Jan 6, 2021	Jun 11, 2026	Jun 14, 2026	Jun 10, 2026
Use-case fit	Coding agents Data analysis RAG and knowledge	Data analysis Coding agents RAG and knowledge	Data analysis GitHub automation Coding agents	Data analysis GitHub automation Coding agents
Stack fit	Coding review agent Content growth agent	Content growth agent Web data pipeline	Content growth agent Coding review agent	Content growth agent Coding review agent
Platform hints	C, Data Analysis, Claude Code	C, Data Analysis, Claude Code, Browser agents	Python, Data Analysis, Claude Code	Jupyter Notebook, Data Analysis, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects	Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals	Data analysis 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	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add codekitchen/pipeline`	`$ npx skills add allinurl/goaccess`	`$ npx skills add pandas-dev/pandas`	`$ npx skills add microsoft/Data-Science-For-Beginners`