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
Ccxt is the strongest overall pick here because it has a 100/100 readiness score and fits Finance and quant.
Strongest overall
Ccxt
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Ccxt
Best first install candidate based on install readiness and adoption.
Freshest repo
Ccxt
Most recent maintenance signal among this shortlist.
| Signal | Solana Jupiter Bot ARB Protocol | Automated Arbitrage Bot Using Jupiter | Lean Lean Algorithmic Trading Engine by QuantConnect (Python, C#) | AI Quant Trade 股票AI操盘手：从学习、模拟到实盘，一站式平台。包含股票知识、策略实例、大模型、因子挖掘、传统策略、机器学习、深度学习、强化学习、图网络、高频交易、C++部署和聚宽实例代码等，可以方便学习、模拟及实盘交易 | Ccxt A cryptocurrency trading API with more than 100 exchanges in JavaScript / TypeScript / Python / C# / PHP / Go / Java |
|---|---|---|---|---|
| Quality | 55/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 57/100 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 | 787 stars Verified outcomes are shown on each skill page | 20K stars Verified outcomes are shown on each skill page | 5.9K stars Verified outcomes are shown on each skill page | 43K stars Verified outcomes are shown on each skill page |
| Freshness | Feb 14, 2024 | Jun 26, 2026 | Jul 3, 2026 | Jul 18, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | JavaScript, Trading Bot, Claude Code | C#, Trading Bot, Claude Code | Jupyter Notebook, Trading Bot, Claude Code | Python, Crypto Trading, Claude Code |
| Warnings | Repository looks stale · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | 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 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 | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add ARBProtocol/solana-jupiter-bot | $ npx skills add QuantConnect/Lean | $ npx skills add charliedream1/ai_quant_trade | $ npx skills add ccxt/ccxt |