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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 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.

SignalPapa

一个浏览器端数据爬虫，做每个人的数据助手

CyberChef

The Cyber Swiss Army Knife - a web app for encryption, encoding, compression and data 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!

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.

Adoption160 stars
0 installs
35K stars
0 installs
49K stars
0 installs
36K stars
0 installs
FreshnessFeb 9, 2021Jun 13, 2026Jun 14, 2026Jun 10, 2026
Use-case fit
Data analysisCoding agentsRAG and knowledge
Coding agentsData analysisRAG and knowledge
Data analysisGitHub automationCoding agents
Data analysisGitHub automationCoding agents
Stack fit
Content growth agentCoding review agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJavaScript, Data Analysis, Claude CodeJavaScript, Data Analysis, Claude CodePython, Data Analysis, Claude CodeJupyter Notebook, Data Analysis, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo major risk signals from current metadataNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forData analysis workflows · Claude Code teams · builders willing to evaluate younger projectsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis 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 toobigdata/papa
$ npx skills add gchq/CyberChef
$ npx skills add pandas-dev/pandas
$ npx skills add microsoft/Data-Science-For-Beginners