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
Freqtrade is the strongest overall pick here because it has a 100/100 readiness score and fits Finance and quant.
Strongest overall
Freqtrade
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Freqtrade
Best first install candidate based on install readiness and adoption.
Freshest repo
Freqtrade
Most recent maintenance signal among this shortlist.
| Signal | Fin Ml This github repository of "Machine Learning and Data Science Blueprints for Finance". Please star. | FinRL FinRL®: Financial Reinforcement Learning. 🔥 | Freqtrade Free, open source crypto trading bot | Vnpy 基于Python的开源量化交易平台开发框架 |
|---|---|---|---|---|
| Quality | 66/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 68/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 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 | 1.2K stars 0 installs | 15K stars 0 installs | 52K stars 0 installs | 42K stars 0 installs |
| Freshness | Jan 26, 2023 | May 25, 2026 | Jun 17, 2026 | May 17, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Jupyter Notebook, Trading, Claude Code | Jupyter Notebook, Trading, Claude Code | Python, Trading, Claude Code | Python, Quant, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No OpenAgentSkill engagement data yet |
| Best for | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals | Finance and quant workflows · Claude Code teams · teams that value GitHub adoption signals | Finance and quant 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 | 34 views 2 install copies | 0 views 0 install copies |
| Install | $ npx skills add tatsath/fin-ml | $ npx skills add AI4Finance-Foundation/FinRL | $ npx skills add freqtrade/freqtrade | $ npx skills add vnpy/vnpy |