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 | Qlib Server Qlib-Server is the data server system for Qlib. It enable Qlib to run in online mode. Under online mode, the data will be deployed as a shared data service. The data and their cache will be shared by all the clients. The data retrieval performance is expected to be improved due to a higher rate of cache hits. It will consume less disk space, too. | Vnpy 基于Python的开源量化交易平台开发框架 | Stock 30天掌握量化交易 (持续更新) | Efinance efinance 是一个可以快速获取基金、股票、债券、期货数据的 Python 库，回测以及量化交易的好帮手！🚀🚀🚀 |
|---|---|---|---|---|
| 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. |
| Adoption | 377 stars 0 installs | 42K stars 0 installs | 7.8K stars 0 installs | 3.8K stars 0 installs |
| Freshness | Dec 18, 2025 | May 17, 2026 | Apr 17, 2026 | Mar 18, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Python, Quant, Claude Code | Python, Quant, Claude Code | Python, Quant, Claude Code | Python, Quant, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No major risk signals from current metadata |
| Best for | RAG and knowledge 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 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 | 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 | 4 views 0 install copies | 4 views 0 install copies |
| Install | $ npx skills add microsoft/qlib-server | $ npx skills add vnpy/vnpy | $ npx skills add Rockyzsu/stock | $ npx skills add Micro-sheep/efinance |