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

Supervision is the strongest overall pick here because it has a 100/100 readiness score and fits Multimodal media.

Strongest overall

Supervision

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

Fastest prototype

Supervision

Best first install candidate based on install readiness and adoption.

Freshest repo

Supervision

Most recent maintenance signal among this shortlist.

Signal4KAgent

[NeurIPS 2025] 4KAgent: Agentic Any Image to 4K Super-Resolution. An intelligent computer vision agent that can magically restore any image to perfect-4K!

Supervision

We write your reusable computer vision tools. 💜

SWE Agent

SWE-agent takes a GitHub issue and tries to automatically fix it, using your LM of choice. It can also be employed for offensive cybersecurity or competitive coding challenges. [NeurIPS 2024]

Ml Engineering

Machine Learning Engineering Open Book

Quality
68/100
Promising
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
70/100
Prototype first

Prototype with this skill first; keep a fallback candidate ready.

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.

Adoption811 stars
0 installs
44K stars
0 installs
20K stars
0 installs
18K stars
0 installs
FreshnessSep 24, 2025Jun 16, 2026Jun 15, 2026May 18, 2026
Use-case fit
Workflow fit
Platform hintsPython, Computer Vision, Claude CodePython, Machine Learning, Claude CodePython, Developer Tools, Claude CodePython, Machine Learning, Claude Code
WarningsNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsMultimodal media 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 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
OpenAgentSkill engagement0 views
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Install
$ npx skills add taco-group/4KAgent
$ npx skills add roboflow/supervision
$ npx skills add SWE-agent/SWE-agent
$ npx skills add stas00/ml-engineering