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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.

SignalScikit Fda

Functional Data Analysis Python package

Pycaret

Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.

Supervision

We write your reusable computer vision tools. 💜

Umap

Uniform Manifold Approximation and Projection

Quality
65/100
Promising
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.

Adoption345 stars
0 installs
9.8K stars
0 installs
44K stars
0 installs
8.2K stars
0 installs
FreshnessOct 31, 2025Jun 12, 2026Jun 16, 2026Jun 6, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
Coding agentsGitHub automationRAG and knowledge
Multimodal mediaCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
Coding review agentContent growth agent
Content growth agentCoding review 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 forGitHub automation workflows · Claude Code teams · builders willing to evaluate younger projectsCoding 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 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
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Install
$ npx skills add GAA-UAM/scikit-fda
$ npx skills add pycaret/pycaret
$ npx skills add roboflow/supervision
$ npx skills add lmcinnes/umap