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
Optopsy
Most recent maintenance signal among this shortlist.
| Signal | Optopsy A nimble options research and backtesting library for Python | Freqtrade Free, open source crypto trading bot | FinRL FinRL®: Financial Reinforcement Learning. 🔥 | StockSharp Algorithmic trading and quantitative trading open source platform to develop trading robots (stock markets, forex, crypto, bitcoins, and options). |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 1.4K stars 0 installs | 52K stars 0 installs | 15K stars 0 installs | 10K stars 0 installs |
| Freshness | Jun 23, 2026 | Jun 17, 2026 | May 25, 2026 | Jun 13, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, Trading, Claude Code | Python, Trading, Claude Code | Jupyter Notebook, Trading, Claude Code | C#, Finance, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | 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 | Finance and quant 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 | 33 views 2 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add goldspanlabs/optopsy | $ npx skills add freqtrade/freqtrade | $ npx skills add AI4Finance-Foundation/FinRL | $ npx skills add StockSharp/StockSharp |