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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 1 skill

Use this as a shortlist, then open the skill detail page before adopting.

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Decision summary

Hands On Data Analysis With Pandas 2nd Edition is the strongest overall pick here because it has a 91/100 readiness score and fits Data analysis.

Strongest overall

Hands On Data Analysis With Pandas 2nd Edition

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

Fastest prototype

Hands On Data Analysis With Pandas 2nd Edition

Best first install candidate based on install readiness and adoption.

Freshest repo

Hands On Data Analysis With Pandas 2nd Edition

Most recent maintenance signal among this shortlist.

SignalHands On Data Analysis With Pandas 2nd Edition

Materials for following along with Hands-On Data Analysis with Pandas – Second Edition

Quality
80/100
Strong
Decision verdict
91/100
Production-ready

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

Adoption709 stars
0 installs
FreshnessApr 11, 2026
Use-case fit
Data analysisGitHub automationCoding agents
Stack fit
Content growth agentCoding review agent
Platform hintsJupyter Notebook, Data Analysis, Claude Code
Warnings
OpenAgentSkill

The skill layer for AI agents: discover, compare, audit, and install reusable capabilities across Codex, Claude Code, Cursor, and agent runtimes.

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Best forData analysis 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 review
OpenAgentSkill engagement0 views
0 install copies
Install
$ npx skills add stefmolin/Hands-On-Data-Analysis-with-Pandas-2nd-edition