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

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

Strongest overall

Tensorflow

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

Fastest prototype

Tensorflow

Best first install candidate based on install readiness and adoption.

Freshest repo

Tensorflow

Most recent maintenance signal among this shortlist.

SignalSignatory

Differentiable computations of the signature and logsignature transforms, on both CPU and GPU. (ICLR 2021)

Tensorflow

An Open Source Machine Learning Framework for Everyone

Onnxruntime

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

Pytorch Lightning

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

Quality
51/100
Needs review
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
41/100
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.

Adoption307 stars
0 installs
196K stars
0 installs
21K stars
0 installs
31K stars
0 installs
FreshnessJan 11, 2024Jun 16, 2026Jun 16, 2026Jun 10, 2026
Use-case fit
Stack fit
Platform hintsC++, Machine Learning, Claude CodeC++, Machine Learning, Claude CodeC++, 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 · builders willing to evaluate younger projectsCoding agents 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
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Install
$ npx skills add patrick-kidger/signatory
$ npx skills add tensorflow/tensorflow
$ npx skills add microsoft/onnxruntime
$ npx skills add Lightning-AI/pytorch-lightning