Star200+

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

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.

SignalBasic Pitch

A lightweight yet powerful audio-to-MIDI converter with pitch bend detection

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.

Pytorch Lightning

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

Keras

Deep Learning for humans

Quality
91/100
Excellent
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
93/100
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.

100/100
Production-ready

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

Adoption5.2K stars
0 installs
162K stars
0 installs
31K stars
0 installs
64K stars
0 installs
FreshnessNov 13, 2025Jun 16, 2026Jun 10, 2026Jun 12, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
Multimodal mediaCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
Sports analyticsGitHub automationCoding agents
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Platform hintsPython, Machine Learning, Claude CodePython, Machine Learning, Claude CodePython, Machine Learning, 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 signalsSports analytics 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 spotify/basic-pitch
$ npx skills add huggingface/transformers
$ npx skills add Lightning-AI/pytorch-lightning
$ npx skills add keras-team/keras