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

Pytorch Lightning is the strongest overall pick here because it has a 100/100 readiness score and fits Coding agents.

Strongest overall

Pytorch Lightning

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

Fastest prototype

Pytorch Lightning

Best first install candidate based on install readiness and adoption.

Freshest repo

Pytorch Lightning

Most recent maintenance signal among this shortlist.

SignalMrmr

mRMR (minimum-Redundancy-Maximum-Relevance) for automatic feature selection at scale.

Agent Lightning

The absolute trainer to light up AI agents.

Pytorch Lightning

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

Budgetml

Deploy a ML inference service on a budget in less than 10 lines of code.

Quality
54/100
Needs review
100/100
Excellent
100/100
Excellent
72/100
Strong
Decision verdict
56/100
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.

74/100
Strong shortlist

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

Adoption629 stars
0 installs
17K stars
0 installs
31K stars
0 installs
1.3K stars
0 installs
FreshnessNov 19, 2024Apr 29, 2026Jun 10, 2026Feb 12, 2024
Use-case fit
Stack fit
Platform hintsPython, MLOps, Claude CodePython, MLOps, Claude CodePython, Machine Learning, Claude CodePython, MLOps, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetRepository looks stale · No OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents 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 require actively maintained dependencies · production agents without a repository review
OpenAgentSkill engagement0 views
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Install
$ npx skills add smazzanti/mrmr
$ npx skills add microsoft/agent-lightning
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add ebhy/budgetml