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
Cudf is the strongest overall pick here because it has a 100/100 readiness score and fits GitHub automation.
Strongest overall
Cudf
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Cudf
Best first install candidate based on install readiness and adoption.
Freshest repo
Cudf
Most recent maintenance signal among this shortlist.
| Signal | DataFrame C++ DataFrame for statistical, financial, and ML analysis in modern C++ | Cudf cuDF - GPU DataFrame Library | ArcticDB ArcticDB is a high performance, serverless DataFrame database built for the Python Data Science ecosystem. | Hamilton Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does. |
|---|---|---|---|---|
| Quality | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 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. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 3.0K stars 0 installs | 9.7K stars 0 installs | 2.4K stars 0 installs | 2.5K stars 0 installs |
| Freshness | Jun 13, 2026 | Jun 16, 2026 | Jun 14, 2026 | Jun 14, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | C++, Data Analysis, Claude Code | C++, Data Analysis, Claude Code | C++, Data Analysis, Claude Code | Jupyter Notebook, Data Analysis, Claude Code |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No major risk signals from current metadata |
| Best for | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | GitHub automation workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals | Data analysis 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 | 2 views 0 install copies |
| Install | $ npx skills add hosseinmoein/DataFrame | $ npx skills add rapidsai/cudf | $ npx skills add man-group/ArcticDB | $ npx skills add apache/hamilton |