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
Backtesting.Py is the strongest overall pick here because it has a 100/100 readiness score and fits Finance and quant.
Strongest overall
Backtesting.Py
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Backtesting.Py
Best first install candidate based on install readiness and adoption.
Freshest repo
Passivbot
Most recent maintenance signal among this shortlist.
| Signal | Trade Frame C++ 17 based library (with sample applications) for testing equities, futures, currencies, etfs & options based automated trading ideas using DTN IQFeed real time data feed and Interactive Brokers (IB TWS API) for trade execution. libtorch/lstm/cuda demo. Support for Alpaca & Phemex. Notifications via Telegram. | Backtesting.Py 🔎 📈 🐍 💰 Backtest trading strategies in Python. | Aat Asynchronous, event-driven algorithmic trading in Python and C++ | Passivbot Trading bot running on Bybit, Bitget, OKX, GateIO, Binance, Kucoin and Hyperliquid |
|---|---|---|---|---|
| Quality | 70/100 Strong | 100/100 Excellent | 86/100 Excellent | 100/100 Excellent |
| Decision verdict | 81/100 Strong shortlist Shortlist this skill and compare it with close alternatives before production adoption. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 97/100 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 | 661 stars 0 installs | 8.5K stars 0 installs | 820 stars 0 installs | 2.0K stars 0 installs |
| Freshness | Mar 5, 2026 | Dec 20, 2025 | Jun 8, 2026 | Jun 15, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | C++, Trading, Claude Code | Python, Trading, Claude Code | C++, Trading, Claude Code | Python, Trading, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding 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 | Coding agents 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 | 0 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add rburkholder/trade-frame | $ npx skills add kernc/backtesting.py | $ npx skills add AsyncAlgoTrading/aat | $ npx skills add enarjord/passivbot |