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
paper-review-panel
Most recent maintenance signal among this shortlist.
| Signal | paper-review-panel Use when independently reviewing a research-paper draft before submission, running a mock top-conference panel, assessing readiness or accept/reject risk, or predicting reviewer concerns for venues such as CVPR, ICCV, ECCV, ICLR, NeurIPS, and AAAI. Does not draft or audit author responses after official reviews arrive. | Academic Research Skills Academic Research Skills for Claude Code: research → write → review → revise → finalize |
|---|---|---|
| Quality | 54/100 Needs review | 100/100 Excellent |
| Decision verdict | 53/100 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 | 20 stars Verified outcomes are shown on each skill page | 38K stars Verified outcomes are shown on each skill page |
| Freshness | Sep 21, 2026 | Jul 18, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Claude Code | Python, Research, Claude Code |
| 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 | 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 sidiangongyuan/codex-skills-library --skill paper-review-panel | $ npx skills add Imbad0202/academic-research-skills |