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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

Vnpy is the strongest overall pick here because it has a 100/100 readiness score and fits Finance and quant.

Strongest overall

Vnpy

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

Fastest prototype

Vnpy

Best first install candidate based on install readiness and adoption.

Freshest repo

PyPortfolioOpt

Most recent maintenance signal among this shortlist.

SignalFinQuant

A program for financial portfolio management, analysis and optimisation.

PyPortfolioOpt

Financial portfolio optimisation in python, including classical efficient frontier, Black-Litterman, Hierarchical Risk Parity

EigenLedger

An Open Source Portfolio Backtesting Engine for Everyone | 面向所有人的开源投资组合回测引擎

Vnpy

基于Python的开源量化交易平台开发框架

Quality
73/100
Strong
100/100
Excellent
84/100
Strong
100/100
Excellent
Decision verdict
75/100
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.

86/100
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.

Adoption1.8K stars
0 installs
5.8K stars
0 installs
1.1K stars
0 installs
42K stars
0 installs
FreshnessNov 4, 2023Jun 8, 2026Sep 14, 2025May 17, 2026
Use-case fit
Finance and quantGitHub automationCoding agents
Finance and quantRAG and knowledgeResearch agents
Finance and quantCoding agentsRAG and knowledge
Finance and quantCoding agentsRAG and knowledge
Stack fit
Content growth agentCoding review agent
RAG knowledge baseResearch report agent
Coding review agentContent growth agent
Content growth agentCoding review agent
Platform hintsPython, Portfolio Management, Claude CodeJupyter Notebook, Finance, Claude CodePython, Finance, Claude CodePython, Quant, Claude Code
WarningsRepository looks stale · No OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yetNo OpenAgentSkill engagement data yet
Best forFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsFinance and quant 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 fmilthaler/FinQuant
$ npx skills add PyPortfolio/PyPortfolioOpt
$ npx skills add santoshlite/EigenLedger
$ npx skills add vnpy/vnpy