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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

Smile is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

Smile

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

Fastest prototype

Smile

Best first install candidate based on install readiness and adoption.

Freshest repo

Smile

Most recent maintenance signal among this shortlist.

SignalMachine Learning With Python

Practice and tutorial-style notebooks covering wide variety of machine learning techniques

Smile

Statistical Machine Intelligence & Learning Engine

Orange3

🍊 :bar_chart: :bulb: Orange: Interactive data analysis

FLAML

A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.

Quality
76/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
78/100
Strong shortlist

Shortlist this skill and compare it with close alternatives before production adoption.

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.

Adoption3.3K stars
0 installs
6.4K stars
0 installs
5.6K stars
0 installs
4.4K stars
0 installs
FreshnessMay 22, 2023Jun 18, 2026May 25, 2026Jun 15, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Data analysisGitHub automationCoding agents
GitHub automationCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJupyter Notebook, Machine Learning, Claude CodeJava, Machine Learning, Claude CodePython, Machine Learning, Claude CodeJupyter Notebook, Machine Learning, 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 forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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 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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0 install copies
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0 install copies
Install
$ npx skills add tirthajyoti/Machine-Learning-with-Python
$ npx skills add haifengl/smile
$ npx skills add biolab/orange3
$ npx skills add microsoft/FLAML