Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
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
Vnpy
Most recent maintenance signal among this shortlist.
| Signal | ML Interview Resources I used for ML Engineer, Applied Scientist and Quant Researcher interviews. | Vnpy 基于Python的开源量化交易平台开发框架 | QUANTAXIS QUANTAXIS 支持任务调度 分布式部署的 股票/期货/期权 数据/回测/模拟/交易/可视化/多账户 纯本地量化解决方案 | Stock 30天掌握量化交易 (持续更新) |
|---|---|---|---|---|
| Quality | 46/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 36/100 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. |
| Adoption | 324 stars 0 installs | 42K stars 0 installs | 11K stars 0 installs | 7.8K stars 0 installs |
| Freshness | Feb 4, 2022 | May 17, 2026 | Feb 28, 2026 | Apr 17, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Quant, Claude Code | Python, Quant, Claude Code | Python, Quant, Claude Code | Python, Quant, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | Research agents workflows · Claude Code teams · builders willing to evaluate younger projects | Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that require actively maintained dependencies · production agents without a repository review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review | teams that need a vendor-supported SLA · high-compliance environments without internal security review |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 4 views 0 install copies |
| Install | $ npx skills add mohitzsh/ML-Interview | $ npx skills add vnpy/vnpy | $ npx skills add yutiansut/QUANTAXIS | $ npx skills add Rockyzsu/stock |