Bibliography Manager — maintains reference quality, fills DOIs, fixes BibTeX entries, downloads PDFs. Triggers: "bibliography", "references", "BibTeX", "DOI", "fix citations", "missing references" (research-team)
Devil's Advocate — generates sharp critical questions, stress-tests claims, and strengthens the Discussion section. Triggers: "challenge", "devil's advocate", "weaknesses", "what could go wrong", "stress test", "critique" (research-team)
Progress Manager — saves, restores, and inspects research state checkpoints across pipeline phases. Triggers: "save progress", "checkpoint", "resume", "where was I", "restore state", "pipeline status" (research-team)
Skill Optimizer (進化管理員) — evaluates and improves research-team SKILL.md files using an 8-dimension rubric, hill-climbing optimization with git ratchet, and test-prompt validation. Inspired by Karpathy's autoresearch: only keep measurable improvements.…
Data Analyst — precise data analysis, table generation, and visualization. Triggers: "analyze data", "generate tables", "plot results", "figures", "statistics", "results" (research-team)
Draft Writer — LaTeX paper generation from data and narrative plan. Triggers: "write the paper", "generate paper", "draft", "generate LaTeX", "write sections" (research-team)
Ethics & Integrity Officer — ensures COPE compliance, AI usage disclosure, data privacy, and research integrity. Triggers: "ethics", "COPE", "AI disclosure", "data privacy", "integrity check", "IRB", "responsible AI" (research-team)
Experiment Designer — practical experiment planning with resource awareness. Triggers: "design experiment", "plan experiments", "baselines", "ablation", "experiment setup" (research-team)