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

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

Strongest overall

Machinelearning

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

Fastest prototype

Machinelearning

Best first install candidate based on install readiness and adoption.

Freshest repo

SwarmUI

Most recent maintenance signal among this shortlist.

Signal	Machinelearning Samples Samples for ML.NET, an open source and cross-platform machine learning framework for .NET.	Machinelearning ML.NET is an open source and cross-platform machine learning framework for .NET.	SwarmUI SwarmUI (formerly StableSwarmUI), A Modular Stable Diffusion Web-User-Interface, with an emphasis on making powertools easily accessible, high performance, and extensibility.	Linfa A Rust machine learning framework.
Quality	77/100 Strong	100/100 Excellent	100/100 Excellent	100/100 Excellent
Decision verdict	79/100 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.
Adoption	4.7K stars 0 installs	9.3K stars 0 installs	4.2K stars 0 installs	4.7K stars 0 installs
Freshness	Jul 27, 2024	Jun 12, 2026	Jun 16, 2026	May 30, 2026
Use-case fit	Coding agents RAG and knowledge Browser automation	Coding agents RAG and knowledge Browser automation	Browser automation Coding agents RAG and knowledge	GitHub automation Coding agents RAG and knowledge
Stack fit	Content growth agent Coding review agent	Content growth agent Coding review agent	Browser QA agent Content growth agent	Content growth agent Coding review agent
Platform hints	PowerShell, Machine Learning, Claude Code	C#, Machine Learning, Claude Code	C#, Machine Learning, Claude Code	Rust, Machine Learning, Claude Code
Warnings	Repository looks stale · No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals	Browser automation workflows · Claude Code teams · teams that value GitHub adoption signals	GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that require actively maintained dependencies · production agents without a repository review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add dotnet/machinelearning-samples`	`$ npx skills add dotnet/machinelearning`	`$ npx skills add mcmonkeyprojects/SwarmUI`	`$ npx skills add rust-ml/linfa`