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
Data Science For Beginners is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.
Strongest overall
Data Science For Beginners
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Data Science For Beginners
Best first install candidate based on install readiness and adoption.
Freshest repo
Nautilus Trader
Most recent maintenance signal among this shortlist.
| Signal | Transfers data on european football player transfers | Nautilus Trader Production-grade Rust-native trading engine with deterministic event-driven architecture | Data Science For Beginners 10 Weeks, 20 Lessons, Data Science for All! | CLIP CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image |
|---|---|---|---|---|
| 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 | 135 stars 0 installs | 23K stars 0 installs | 36K stars 0 installs | 34K stars 0 installs |
| Freshness | Apr 11, 2023 | Jun 14, 2026 | Jun 10, 2026 | Mar 25, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Jupyter Notebook, Sports Data, Claude Code | Rust, Sports Analytics, Claude Code | Jupyter Notebook, Data Analysis, Claude Code | Jupyter Notebook, Machine Learning, 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 | 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 | Data analysis 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 ewenme/transfers | $ npx skills add nautechsystems/nautilus_trader | $ npx skills add microsoft/Data-Science-For-Beginners | $ npx skills add openai/CLIP |