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.

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Decision summary

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

Strongest overall

Transformers

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

Fastest prototype

Transformers

Best first install candidate based on install readiness and adoption.

Freshest repo

Transformers

Most recent maintenance signal among this shortlist.

SignalNeuralNote

Audio Plugin for Audio to MIDI transcription using deep learning.

Xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

Ggml

Tensor library for machine learning

Transformers

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Quality
75/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
77/100
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.

Adoption2.8K stars
Verified outcomes are shown on each skill page
28K stars
Verified outcomes are shown on each skill page
15K stars
Verified outcomes are shown on each skill page
162K stars
Verified outcomes are shown on each skill page
FreshnessJan 16, 2025Jun 16, 2026Jun 15, 2026Jun 16, 2026
Use-case fit
Workflow 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 forMultimodal media workflows · Claude Code teams · teams that value GitHub adoption signalsSports analytics workflows · Claude Code teams · teams that value GitHub adoption signalsCoding agents workflows · Claude Code teams · teams that value GitHub adoption signalsMultimodal media 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 DamRsn/NeuralNote
$ npx skills add dmlc/xgboost
$ npx skills add ggml-org/ggml
$ npx skills add huggingface/transformers