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
auto-review-loop-minimax
Most recent maintenance signal among this shortlist.
| Signal | auto-review-loop-minimax Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or "minimax review". | Academic Research Skills Academic Research Skills for Claude Code: research → write → review → revise → finalize | GPT Researcher Run autonomous deep research over web and local sources |
|---|---|---|---|
| Quality | 89/100 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. |
| Adoption | 16K stars Verified outcomes are shown on each skill page | 38K stars Verified outcomes are shown on each skill page | 28K stars Verified outcomes are shown on each skill page |
| Freshness | Aug 26, 2026 | Jul 18, 2026 | Jun 28, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Claude Code, OpenAI Agents | Python, Research, Claude Code | Python, Research Agent, LLM, Claude Code |
| Warnings | The SKILL.md excerpt is truncated, but the provided content is clear and well-structured. · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Document processing workflows · Claude Code teams · teams that value GitHub adoption signals | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Research 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 | 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 | 0 views 0 install copies |
| Install | $ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-review-loop-minimax | $ npx skills add Imbad0202/academic-research-skills | $ npx skills add assafelovic/gpt-researcher |