Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Academic Research Skills
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Academic Research Skills
Best first install candidate based on install readiness and adoption.
Freshest repo
vibe-science
Most recent maintenance signal among this shortlist.
| Signal | vibe-science Scientific research engine with adversarial review, tree search, and serendipity detection. Use when: exploring hypotheses, validating findings against literature, running computational experiments with quality gates, or hunting for unexpected discoveries. Do NOT use for simple Q&A, code editing, or non-research tasks. | Academic Research Skills Academic Research Skills for Claude Code: research → write → review → revise → finalize |
|---|---|---|
| Quality | 56/100 Promising | 100/100 Excellent |
| Decision verdict | 55/100 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 | 16 stars Verified outcomes are shown on each skill page | 38K stars Verified outcomes are shown on each skill page |
| Freshness | Aug 19, 2026 | Jul 18, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Claude Code | Python, Research, Claude Code |
| Warnings | Low GitHub adoption signal · No explicit safe operating boundaries or security considerations are documented in the provided SKILL.md excerpt. · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Coding agents workflows · Claude Code teams · builders willing to evaluate younger projects | Coding agents 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 th3vib3coder/vibe-science --skill vibe-science | $ npx skills add Imbad0202/academic-research-skills |