Star200+

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

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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

Duckdb

Most recent maintenance signal among this shortlist.

SignalSPATA2

A Toolbox for Spatial Transcriptomics Analysis

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!

Duckdb

DuckDB is an analytical in-process SQL database management system

Quality
43/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
33/100
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.

Adoption168 stars
Verified outcomes are shown on each skill page
49K stars
Verified outcomes are shown on each skill page
36K stars
Verified outcomes are shown on each skill page
39K stars
Verified outcomes are shown on each skill page
FreshnessMay 6, 2025Jun 14, 2026Jun 10, 2026Jun 20, 2026
Use-case fit
Data analysisCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
Data analysisGitHub automationCoding agents
Database and SQLCoding agentsRAG and knowledge
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsR, Data Analysis, Claude CodePython, Data Analysis, Claude CodeJupyter Notebook, Data Analysis, Claude CodeC++, SQL, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forData analysis workflows · Claude Code teams · builders willing to evaluate younger projectsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsDatabase and SQL 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
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Install
$ npx skills add theMILOlab/SPATA2
$ npx skills add pandas-dev/pandas
$ npx skills add microsoft/Data-Science-For-Beginners
$ npx skills add duckdb/duckdb