Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Scientific Agent Skills
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Scientific Agent Skills
Best first install candidate based on install readiness and adoption.
Freshest repo
Scientific Agent Skills
Most recent maintenance signal among this shortlist.
| Signal | eval-dataset Use when the user asks to turn a failure into an eval, create/review/accept/reject dataset cases, or convert Galileo traces, metric gaps, or production examples into cases. | Scientific Agent Skills Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard. |
|---|---|---|
| Quality | 55/100 Promising | 100/100 Excellent |
| Decision verdict | 54/100 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. |
| Adoption | 41 stars Verified outcomes are shown on each skill page | 33K stars Verified outcomes are shown on each skill page |
| Freshness | Aug 12, 2026 | Aug 13, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Claude Code | Python, Data Analysis, Claude Code, OpenAI Agents, Cursor |
| Warnings | Low GitHub adoption signal · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects | Data analysis workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · production agents without a repository 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 |
| Install | $ npx skills add Galileo-Agent-Labs/eval-engineer --skill eval-dataset | $ npx skills add K-Dense-AI/scientific-agent-skills |