paper-mentor

Bridges paper-mentor with NotebookLM. Creates notebooks, adds PDF/URL sources, runs queries with citation-grounded answers. Used by `paper-mentor` Phase 2 to build a literature library and run the 4-question summary on each paper. Triggers on phrases involving NotebookLM operations + chemistry/materials context.

A virtual research advisor that walks graduate students through the entire research-to-writing process — picking a topic, finding papers, drafting, and final grading. Uses Socratic questioning instead of writing for the student. Loads a department-specific advisor profile (v0.2 ships with 4 profiles: chieh-ting-lin for chemistry/materials, social-science-default for sociology/polisci/psych/econ, humanities-default for literature/history/philosophy, cs-default for computer science/ML/systems). Triggers on phrases like 我想找教授討論、I want to talk to a professor、help me write my paper、幫我審論文、score my paper、研究方向、論文評分.

Searches Semantic Scholar and the open web for chemistry / chemical engineering / materials science papers given a topic and keyword sets. Returns a triaged table with title, first author, year, citation count, PDF availability, and one-line summary. Used as a sub-skill by `paper-mentor` during Phase 2; can also be invoked directly. Triggers on phrases like "find papers on", "幫我找文獻", "search Semantic Scholar", "literature on X".