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
Backtrader is the strongest overall pick here because it has a 87/100 readiness score and fits Finance and quant.
Strongest overall
Backtrader
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Backtrader
Best first install candidate based on install readiness and adoption.
Freshest repo
Backtrader
Most recent maintenance signal among this shortlist.
| Signal | Alphas alpha101, alpha191, alphalens, backtrader, 量化研究 | Backtrader QuantWorld2022/backtrader is a high-star GitHub project relevant to AI agent workflows. | Alphalens Performance analysis of predictive (alpha) stock factors | Backtrader Python Backtesting library for trading strategies |
|---|---|---|---|---|
| Quality | 49/100 Needs review | 49/100 Needs review | 77/100 Strong | 85/100 Excellent |
| Decision verdict | 51/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 51/100 Needs manual review Do a manual repository review before adding this to an agent workflow. | 79/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 87/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 542 stars 0 installs | 583 stars 0 installs | 4.3K stars 0 installs | 22K stars 0 installs |
| Freshness | Apr 14, 2023 | May 17, 2022 | Feb 12, 2024 | Aug 19, 2024 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | Jupyter Notebook, Backtrader, Claude Code | Jupyter Notebook, Backtrader, Claude Code | Jupyter Notebook, Trading, Claude Code | Python, Backtesting, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | Repository looks stale · No OpenAgentSkill engagement data yet | Repository looks stale · No OpenAgentSkill engagement data yet | Repository looks stale · 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 require actively maintained dependencies · production agents without a repository review | teams that require actively maintained dependencies · production agents without a repository review | teams that require actively maintained dependencies · production agents without a repository review | teams that require actively maintained dependencies · production agents without a repository review |
| OpenAgentSkill engagement | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add popbo/alphas | $ npx skills add QuantWorld2022/backtrader | $ npx skills add quantopian/alphalens | $ npx skills add mementum/backtrader |