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
Notebooklm Py
Most recent maintenance signal among this shortlist.
| Signal | FantasyPremierLeague.Py ⚽ Statistics for your mini leagues. | Nautilus Trader Production-grade Rust-native trading engine with deterministic event-driven architecture | Ccxt A cryptocurrency trading API with more than 100 exchanges in JavaScript / TypeScript / Python / C# / PHP / Go / Java | Notebooklm Py Unofficial Python API and agentic skill for Google NotebookLM. Full programmatic access to NotebookLM's features—including capabilities the web UI doesn't expose—via Python, CLI, and AI agents like Claude Code, Codex, and OpenClaw. |
|---|---|---|---|---|
| Quality | 42/100 Needs review | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 32/100 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 | 133 stars Verified outcomes are shown on each skill page | 23K stars Verified outcomes are shown on each skill page | 43K stars Verified outcomes are shown on each skill page | 19K stars Verified outcomes are shown on each skill page |
| Freshness | Aug 28, 2023 | Jun 14, 2026 | Jul 18, 2026 | Aug 13, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, Fantasy Sports, Claude Code | Rust, Sports Analytics, Claude Code | Python, Crypto Trading, Claude Code | Python, AI Agents, Claude Code, OpenAI Agents |
| 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 | Sports analytics 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 | Coding agents 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 spinach/FantasyPremierLeague.py | $ npx skills add nautechsystems/nautilus_trader | $ npx skills add ccxt/ccxt | $ npx skills add teng-lin/notebooklm-py |