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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.

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Decision summary

Graphein is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.

Strongest overall

Graphein

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

Fastest prototype

Graphein

Best first install candidate based on install readiness and adoption.

Freshest repo

Graphein

Most recent maintenance signal among this shortlist.

SignalGraphein

Protein Graph Library

Dgl Lifesci

Python package for graph neural networks in chemistry and biology

DeepPurpose

A Deep Learning Toolkit for DTI, Drug Property, PPI, DDI, Protein Function Prediction (Bioinformatics)

Biopandas

Working with molecular structures in pandas DataFrames

Quality
100/100
Excellent
55/100
Promising
71/100
Strong
86/100
Excellent
Decision verdict
100/100
Production-ready

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

57/100
Needs manual review

Do a manual repository review before adding this to an agent workflow.

73/100
Strong shortlist

Shortlist this skill and compare it with close alternatives before production adoption.

97/100
Production-ready

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

Adoption1.2K stars
0 installs
805 stars
0 installs
1.2K stars
0 installs
752 stars
0 installs
FreshnessMay 25, 2026Nov 1, 2023Jun 10, 2024May 22, 2026
Use-case fit
GitHub automationCoding agentsRAG and knowledge
GitHub automationCoding agentsRAG and knowledge
Sports analyticsGitHub automationCoding agents
GitHub automationCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Content growth agentCoding review agent
Platform hintsJupyter Notebook, Bioinformatics, Claude CodePython, Bioinformatics, Claude CodeJupyter Notebook, Bioinformatics, Claude CodePython, Bioinformatics, Claude Code
WarningsNo OpenAgentSkill engagement data yetRepository looks stale · No OpenAgentSkill engagement data yetRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsGitHub automation workflows · Claude Code teams · teams that value GitHub adoption signalsSports analytics 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 require actively maintained dependencies · production agents without a repository reviewteams that require actively maintained dependencies · production agents without a repository reviewteams that need a vendor-supported SLA · high-compliance environments without internal security review
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Install
$ npx skills add a-r-j/graphein
$ npx skills add awslabs/dgl-lifesci
$ npx skills add kexinhuang12345/DeepPurpose
$ npx skills add BioPandas/biopandas