Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
auto-paper-improvement-loop
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
auto-paper-improvement-loop
Best first install candidate based on install readiness and adoption.
Freshest repo
auto-paper-improvement-loop
Most recent maintenance signal among this shortlist.
| Signal | auto-paper-improvement-loop Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \"改论文\", \"improve paper\", \"论文润色循环\", \"auto improve\", or wants to iteratively polish a generated paper. |
|---|---|
| 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 | 16K stars Verified outcomes are shown on each skill page |
| Freshness | Sep 2, 2026 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Claude Code, OpenAI Agents |
Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
auto-paper-improvement-loop
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
auto-paper-improvement-loop
Best first install candidate based on install readiness and adoption.
Freshest repo
auto-paper-improvement-loop
Most recent maintenance signal among this shortlist.
| Signal | auto-paper-improvement-loop Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \"改论文\", \"improve paper\", \"论文润色循环\", \"auto improve\", or wants to iteratively polish a generated paper. |
|---|---|
| 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 | 16K stars Verified outcomes are shown on each skill page |
| Freshness | Sep 2, 2026 |
| Use-case fit | |
| Workflow fit | |
| Platform hints | Claude Code, OpenAI Agents |
| Warnings | The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible. · No OpenAgentSkill engagement data yet |
| Best for | Workflow automation 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 |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop |
| Warnings | The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible. · No OpenAgentSkill engagement data yet |
| Best for | Workflow automation 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 |
| OpenAgentSkill engagement | 0 views 0 install copies |
| Install | $ npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop |