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 | TAcharts Apply popular TA tools and charts to candlestick data with NumPy. | Hummingbot Open source software that helps you create and deploy high-frequency crypto trading bots | Vectorbt The backtesting engine that gives you an unfair advantage. Run thousands of trading ideas before others finish one. | Ccxt A cryptocurrency trading API with more than 100 exchanges in JavaScript / TypeScript / Python / C# / PHP / Go / Java |
|---|---|---|---|---|
| Quality | 48/100 Needs review | 100/100 Excellent | 99/100 Excellent | 100/100 Excellent |
| Decision verdict | 38/100 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 | 154 stars Verified outcomes are shown on each skill page | 19K stars Verified outcomes are shown on each skill page | 7.9K stars Verified outcomes are shown on each skill page | 43K stars Verified outcomes are shown on each skill page |
| Freshness | Jan 1, 2023 | Jul 17, 2026 | Jun 10, 2026 | Jul 18, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, Backtesting, Claude Code | Python, Crypto Trading, Claude Code | Python, Finance, 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 · builders willing to evaluate younger projects | 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 pegahcarter/TAcharts | $ npx skills add hummingbot/hummingbot | $ npx skills add polakowo/vectorbt | $ npx skills add ccxt/ccxt |