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

Keras is the strongest overall pick here because it has a 100/100 readiness score and fits Sports analytics.

Strongest overall

Keras

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

Fastest prototype

Keras

Best first install candidate based on install readiness and adoption.

Freshest repo

Onnxruntime

Most recent maintenance signal among this shortlist.

SignalTbd Nets

PyTorch implementation of "Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning"

Keras

Deep Learning for humans

Onnxruntime

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

CLIP

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

Quality
52/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
42/100
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.

Adoption346 stars
0 installs
64K stars
0 installs
21K stars
0 installs
34K stars
0 installs
FreshnessDec 7, 2021Jun 12, 2026Jun 16, 2026Mar 25, 2026
Use-case fit
Stack fit
Platform hintsJupyter Notebook, Machine Learning, Claude CodePython, Machine Learning, Claude CodeC++, Machine Learning, Claude CodeJupyter Notebook, 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 · builders willing to evaluate younger projectsSports analytics workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation 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 need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement0 views
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Install
$ npx skills add davidmascharka/tbd-nets
$ npx skills add keras-team/keras
$ npx skills add microsoft/onnxruntime
$ npx skills add openai/CLIP