Use when the user explicitly asks for Nature Skills, nature-skills, Nature style, Nature-style, Nature Communications, Nature-family, CNS, high-impact journal, or Springer Nature workflows, including Nature figure work, polishing, writing, reviewer critique, high-impact journal major revision response, Nature/CNS…
Use when working on CFD cases with OpenFOAM, including solver selection, dictionary setup, mesh workflows, turbulence models, or flow and heat-transfer verification.
Use when the user wants help drafting or revising a research paper section, including Introduction, Related Work, Method, Results, Discussion, or Conclusion.
Use when the user explicitly requests Paper2Any or a Paper2Any benchmark for paper-to-figure, PPT, poster, video, DrawIO, PDF-to-PPT, or related workflows through the isolated ScholarAIO sidecar.
Use when the user needs an academic poster, conference poster, poster-style visual summary, section planning, figure-text balance, or poster packaging workflow.
Use when the user says a paper, review, report, or LaTeX deliverable is final and wants it archived under published/ or exposed through the static published-paper site.
Use when working on first-principles materials calculations with Quantum ESPRESSO, including SCF, band structures, DOS, phonons, electron-phonon coupling, Fermi surfaces, or charge density.
Use when the user wants to identify research gaps, open questions, unexplored areas, cross-paper limitations, or future directions from workspace literature.
Use when serving scientific CLI tasks through ScholarAIO, especially when the agent should prefer scholaraio toolref, handle partial coverage safely, or avoid turning user work into documentation maintenance.
Use when evaluating, adding, or upgrading ScholarAIO support for a scientific computing tool, especially integration-gate review, official docs ingestion, toolref integration, lightweight skill design, and end-to-end CLI verification.
Use when incrementally reviewing and repairing low-quality metadata after enrich, especially non-standard documents that need title, author, or year correction while skipping already reviewed records via .scrubbed.
Use when the user wants to find academic papers, search the local library, run keyword or semantic search, search by author, explore topics, or federate across library, explore databases, and arXiv.
Use when the user wants to install, configure, diagnose, or troubleshoot ScholarAIO, including setup check, dependency status, API keys, and bilingual setup flow.
Use when the user wants a technical report, topic report, research briefing, structured investigation, evidence synthesis, recommendations, or final report packaging.
Use when the user asks about research themes, topic distribution, BERTopic clustering, topic overview, topic papers, topic merges, or HTML topic visualizations.
Use when a URL or online PDF needs ingestion-ready rendered content, or when host-native URL reading failed because JavaScript/PDF rendering is required; only use it for those cases, not routine web discovery or reading.
Use when the user wants to organize paper subsets, create workspaces, add or remove papers, search within a workspace, manage refs/papers.json, or export workspace BibTeX.