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 1 skill
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Hamilton is the strongest overall pick here because it has a 100/100 readiness score and fits Data analysis.
Strongest overall
Hamilton
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Hamilton
Best first install candidate based on install readiness and adoption.
Freshest repo
Hamilton
Most recent maintenance signal among this shortlist.
| Signal | 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 |
| Decision verdict | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 2.5K stars 0 installs |
| Freshness | Jun 14, 2026 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Jupyter Notebook, Data Analysis, Claude Code |
| Warnings | No major risk signals from current metadata |
| Best for | 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 |
| OpenAgentSkill engagement | 3 views 0 install copies |
| Install | $ npx skills add apache/hamilton |