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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

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.

SignalFBCNN

Official Code for ICCV 2021 paper "Towards Flexible Blind JPEG Artifacts Removal (FBCNN)"

Supervision

We write your reusable computer vision tools. 💜

Kornia

🐍 Geometric Computer Vision Library for Spatial AI

Datasets

🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools

Quality
53/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
55/100
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.

100/100
Production-ready

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

Adoption523 stars
0 installs
44K stars
0 installs
11K stars
0 installs
22K stars
0 installs
FreshnessApr 19, 2024Jun 16, 2026Jun 15, 2026Jun 12, 2026
Use-case fit
Coding agentsGitHub automationRAG and knowledge
Multimodal mediaCoding agentsRAG and knowledge
GitHub automationMultimodal mediaCoding agents
GitHub automationCoding agentsRAG and knowledge
Stack fit
Coding review agentContent growth agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsPython, Computer Vision, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, Claude Code
WarningsRepository looks stale · No 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 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 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
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Install
$ npx skills add jiaxi-jiang/FBCNN
$ npx skills add roboflow/supervision
$ npx skills add kornia/kornia
$ npx skills add huggingface/datasets