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

Streamlit

Most recent maintenance signal among this shortlist.

Signal	Transbigdata A Python package develop for transportation spatio-temporal big data processing, analysis and visualization.	Streamlit Streamlit — A faster way to build and share data apps.	Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All!	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
Quality	54/100 Needs review	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	56/100 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	535 stars 0 installs	45K stars 0 installs	36K stars 0 installs	49K stars 0 installs
Freshness	Oct 28, 2023	Jun 14, 2026	Jun 10, 2026	Jun 14, 2026
Use-case fit	Data analysis Coding agents RAG and knowledge	Data analysis GitHub automation Coding agents	Data analysis GitHub automation Coding agents	Data analysis GitHub automation Coding agents
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent	Content growth agent Coding review agent
Platform hints	Python, Data Analysis, Claude Code	Python, Data Analysis, Claude Code	Jupyter Notebook, Data Analysis, Claude Code	Python, Data Analysis, 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	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	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	4 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add ni1o1/transbigdata`	`$ npx skills add streamlit/streamlit`	`$ npx skills add microsoft/Data-Science-For-Beginners`	`$ npx skills add pandas-dev/pandas`