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

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

Strongest overall

Data Science For Beginners

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

Fastest prototype

Data Science For Beginners

Best first install candidate based on install readiness and adoption.

Freshest repo

Flink

Most recent maintenance signal among this shortlist.

SignalGoogle Cybersecurity

Projects, notes, and write-ups I have done while completing the Google Cybersecurity Certificate

Data Science For Beginners

10 Weeks, 20 Lessons, Data Science for All!

Flink

Apache Flink

Sqlmodel

SQL databases in Python, designed for simplicity, compatibility, and robustness.

Quality
48/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
38/100
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.

Adoption151 stars
0 installs
36K stars
0 installs
26K stars
0 installs
18K stars
0 installs
FreshnessOct 3, 2023Jun 10, 2026Jun 20, 2026Jun 18, 2026
Use-case fit
Stack fit
Platform hintsJupyter Notebook, SQL, Claude CodeJupyter Notebook, Data Analysis, Claude CodeJava, SQL, Claude CodePython, SQL, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · builders willing to evaluate younger projectsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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
OpenAgentSkill engagement0 views
0 install copies
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Install
$ npx skills add ethansilvas/google-cybersecurity
$ npx skills add microsoft/Data-Science-For-Beginners
$ npx skills add apache/flink
$ npx skills add fastapi/sqlmodel