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.
Decision summary
Claude Scientific Skills is the strongest overall pick here because it has a 100/100 readiness score and fits Research agents.
Strongest overall
Claude Scientific Skills
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Claude Scientific Skills
Best first install candidate based on install readiness and adoption.
Freshest repo
Claude Scientific Skills
Most recent maintenance signal among this shortlist.
| Signal | Claude Scientific Skills A comprehensive collection of ready-to-use scientific and research skills for AI agents. | Lumibot Backtestable AI trading agents and Python algorithmic trading strategies for stocks, options, crypto, futures, forex, SEC filings, FRED macro data, and real brokers. | StockSharp Algorithmic trading and quantitative trading open source platform to develop trading robots (stock markets, forex, crypto, bitcoins, and options). | Vectorbt The backtesting engine that gives you an unfair advantage. Run thousands of trading ideas before others finish one. |
|---|---|---|---|---|
| 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 | 28K stars 0 installs | 1.7K stars 0 installs | 10K stars 0 installs | 7.9K stars 0 installs |
| Freshness | Jun 11, 2026 | Jun 11, 2026 | Jun 6, 2026 | Jun 10, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Claude Code, OpenAI Agents, Cursor | Python, Finance, Claude Code | C#, Finance, Claude Code | Python, Finance, Claude Code |
| Warnings | No major risk signals from current metadata | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Research agents 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 | 6 views 0 install copies | 3 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add K-Dense-AI/claude-scientific-skills | $ npx skills add Lumiwealth/lumibot | $ npx skills add StockSharp/StockSharp | $ npx skills add polakowo/vectorbt |