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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.

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Decision summary

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

Strongest overall

Streamlit

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

Fastest prototype

Streamlit

Best first install candidate based on install readiness and adoption.

Freshest repo

Streamlit

Most recent maintenance signal among this shortlist.

SignalSecretflow

A unified framework for privacy-preserving data analysis and machine learning

Streamlit

Streamlit — A faster way to build and share data apps.

Imbalanced Learn

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

Mlcourse.AI

Open Machine Learning Course

Quality
100/100
Excellent
100/100
Excellent
100/100
Excellent
98/100
Excellent
Decision verdict
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.

100/100
Production-ready

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

Adoption2.7K stars
0 installs
45K stars
0 installs
7.1K stars
0 installs
11K stars
0 installs
FreshnessApr 24, 2026Jun 14, 2026Jun 7, 2026Mar 1, 2026
Use-case fit
Data analysisCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
GitHub automationData analysisCoding agents
GitHub automationData analysisCoding agents
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, Data Analysis, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude CodePython, Data Analysis, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo major risk signals from current metadata
Best forData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsData analysis workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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 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 reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add secretflow/secretflow
$ npx skills add streamlit/streamlit
$ npx skills add scikit-learn-contrib/imbalanced-learn
$ npx skills add Yorko/mlcourse.ai