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
Matplotplusplus is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.
Strongest overall
Matplotplusplus
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Matplotplusplus
Best first install candidate based on install readiness and adoption.
Freshest repo
DataFrame
Most recent maintenance signal among this shortlist.
| Signal | TileDB The Universal Storage Engine | Skrub Machine learning with dataframes | Matplotplusplus Matplot++: A C++ Graphics Library for Data Visualization 📊🗾 | DataFrame C++ DataFrame for statistical, financial, and ML analysis in modern C++ |
|---|---|---|---|---|
| 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 | 2.1K stars 0 installs | 1.6K stars 0 installs | 4.9K stars 0 installs | 3.0K stars 0 installs |
| Freshness | Jun 12, 2026 | Jun 11, 2026 | Apr 2, 2026 | Jun 13, 2026 |
| Use-case fit | ||||
| Stack fit | ||||
| Platform hints | C++, Data Analysis, Claude Code | Python, Data Analysis, Claude Code | C++, Data Analysis, Claude Code | C++, Data Analysis, Claude Code |
| Warnings | No major risk signals from current metadata | No major risk signals from current metadata | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| 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 | GitHub automation 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 | 3 views 0 install copies | 1 views 0 install copies | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add TileDB-Inc/TileDB | $ npx skills add skrub-data/skrub | $ npx skills add alandefreitas/matplotplusplus | $ npx skills add hosseinmoein/DataFrame |