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.

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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

Actual

Most recent maintenance signal among this shortlist.

SignalNorthstar

国内最优秀的基于JAVA的AI开源量化交易平台，秒替文华、MC、金字塔。具备历史回放、策略研发、模拟交易、实盘交易等功能。兼顾全自动与半自动的使用场景。

Vnpy

基于Python的开源量化交易平台开发框架

Turbovec

A vector index built on TurboQuant, written in Rust with Python bindings

Actual

A local-first personal finance app

Quality
79/100
Strong
100/100
Excellent
100/100
Excellent
100/100
Excellent
Decision verdict
90/100
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.

Adoption566 stars
Verified outcomes are shown on each skill page
42K stars
Verified outcomes are shown on each skill page
13K stars
Verified outcomes are shown on each skill page
28K stars
Verified outcomes are shown on each skill page
FreshnessJun 13, 2026May 17, 2026Jun 10, 2026Aug 7, 2026
Use-case fit
Coding agentsRAG and knowledgeWorkflow automation
Finance and quantCoding agentsRAG and knowledge
RAG and knowledgeCoding agentsBrowser automation
Local desktopCoding agentsRAG and knowledge
Workflow fit
Content growth agentCoding review agent
Content growth agentCoding review agent
RAG knowledge baseContent growth agent
Content growth agentCoding review agent
Platform hintsJavaScript, Quant, Claude CodePython, Quant, Claude CodePython, Quant, Claude CodeTypeScript, Finance, 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 signalsFinance and quant workflows · Claude Code teams · teams that value GitHub adoption signalsRAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signalsLocal desktop 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 dromara/northstar
$ npx skills add vnpy/vnpy
$ npx skills add RyanCodrai/turbovec
$ npx skills add actualbudget/actual