Use when a user asks to simulate powder diffraction patterns, run GSAS-II Rietveld/Pawley/Le Bail refinement, fit powder diffraction data, inspect GSAS-II service health, or build workflows combining CIF structures with XRD/neutron powder data through the…
Use when a user asks to parse material formulas, inspect compositions, parse or summarize crystal structures, convert CIF/POSCAR/JSON/CSSR/XSF structures, or analyze symmetry through the deployed chemistry pymatgen gateway service. Triggers on pymatgen,…
Design and prioritize candidate materials from tabular experimental or computational data. Use when identifying controllable material descriptors and one or more target properties, fitting and validating surrogate models, defining a feasible search space,…
Prepare, audit, or revise Nature-ready Data Availability statements, data repository plans, dataset citations, and FAIR metadata checklists for manuscripts. Use when the user asks about Nature data availability, research data sharing, repository selection,…
Use when a user needs lawful academic full text, CNKI institutional access, English OA retrieval, publisher API access, institutional browser fallback, or supporting information downloads.
Create, revise, audit, and export submission-grade scientific figures for Nature-family and other high-impact venues in Python (matplotlib/seaborn) or R (ggplot2/patchwork/ComplexHeatmap), including multi-panel plots, figures4papers-style work, and…
Convert scientific papers, theses, technical reports, source code, figures, inventor notes, or research manuscripts into evidence-grounded Chinese invention patent drafts and attorney-facing technical disclosure materials. Use when an AI agent must mine…
Polish, restructure, or translate academic prose into Nature-leaning English using writing-strategy principles, curated Nature/Nature Communications article patterns, and phrase-level support from Academic Phrasebank. Use whenever the user asks to polish a…