Topic: research-workflow
55 skills in this topic.
-
show
View paper content at different detail levels. L1 (metadata), L2 (abstract), L3 (conclusion), L4 (full text). Use when the user wants to read a paper, see its abstract, conclusion, or full content.
ZimoLiao/scholaraio 332
-
setup
Initialize and diagnose the ScholarAIO environment. Run interactive setup wizard (bilingual EN/ZH) to install dependencies, create config files, and configure API keys. Run status check to see what's installed and what's missing. Use when the user wants to set up, install, configure, or troubleshoot ScholarAIO.
ZimoLiao/scholaraio 332
-
search
Search academic papers in the local ScholarAIO knowledge base. Supports unified search (keyword + semantic fusion), keyword-only (FTS5), semantic-only (FAISS), author search, and federated search across main library, explore databases, and arXiv. Use when the user wants to find papers, look up literature, search by author, explore research topics, or search across multiple sources. For citation rankings and citation count updates, see the /citations skill.
ZimoLiao/scholaraio 332
-
import
Import papers from external reference managers (Endnote XML/RIS, Zotero Web API or local SQLite), or attach a PDF to an existing paper. Handles PDF matching, MinerU conversion, metadata enrichment, and index updates. Use when the user wants to import their existing library from Zotero, Endnote, attach/add a PDF to a paper, or supplement a paper with its PDF.
ZimoLiao/scholaraio 332
-
audit
Audit paper data quality in the knowledge base. Checks for missing fields, filename issues, DOI duplicates, title mismatches, and more. Supports LLM-based deep diagnosis for title mismatches and automated repair. Use when the user wants to check data quality, find problems, or fix metadata issues.
ZimoLiao/scholaraio 332
-
bioinformatics
Use when working on bioinformatics toolchains such as alignment, variant calling, phylogenetics, or protein-structure analysis, especially when the agent must route across BLAST, minimap2, samtools, bcftools, MAFFT, IQ-TREE, or ESMFold.
ZimoLiao/scholaraio 332
-
citation-check
Verify citations in AI-generated or human-written text against the local knowledge base. Catches hallucinated references, wrong metadata, and missing papers. Use when the user wants to check if citations are real and accurate.
ZimoLiao/scholaraio 332
-
citations
View top-cited papers ranking and refetch citation counts from APIs. Use when the user asks about highly cited papers, citation rankings, or wants to update citation data.
ZimoLiao/scholaraio 332
-
document
Generate and inspect Office documents (DOCX, PPTX, XLSX). Generate by writing Python scripts that call python-docx, python-pptx, and openpyxl APIs directly. Inspect with `scholaraio document inspect` to verify layout, content, and catch issues (overflow, missing elements). Use when the user wants to create Word reports, PowerPoint presentations, Excel data sheets, or inspect any Office document.
ZimoLiao/scholaraio 332
-
draw
Generate diagrams and vector graphics. Supports Mermaid (flowcharts, sequence diagrams, ER diagrams, Gantt charts, mind maps) via mermaid-py, and custom vector graphics (shapes, text, gradients, layers) via cli-anything-inkscape. Outputs PNG/SVG/PDF to workspace/. Use when the user wants to visualize workflows, architecture, data relationships, research timelines, concept maps, or create polished figures for papers.
ZimoLiao/scholaraio 332
-
explore
Explore literature by fetching papers from OpenAlex with multi-dimensional filters (ISSN, concept, author, institution, keyword, etc.), building local embeddings, running BERTopic clustering, and multi-mode search (semantic/keyword/unified). Data is isolated in data/explore/<name>/. Use when the user wants to survey a journal, explore a research field, analyze an author's output, or do landscape analysis.
ZimoLiao/scholaraio 332
-
export
Export papers from the knowledge base to standard citation formats (BibTeX, RIS, Markdown reference list) or export any Markdown content as a Word DOCX file. Supports exporting all papers, specific papers, or filtered by year/journal. Use when the user needs citation files, wants to import into Zotero/Endnote/Mendeley, needs a reference list for writing, or wants to share a document as Word.
ZimoLiao/scholaraio 332
-
graph
Query citation graphs — view a paper's references, find which papers cite it, and analyze shared references between multiple papers. Use when the user asks about citation relationships, reference overlap, or bibliographic connections.
ZimoLiao/scholaraio 332
-
gromacs
Use when working on biomolecular molecular dynamics with GROMACS, especially system setup, equilibration, production runs, trajectory analysis, or MM/PBSA-style post-processing.
ZimoLiao/scholaraio 332
-
scientific-tool-onboarding
Use when adding or upgrading ScholarAIO support for a new scientific computing tool, especially when the work needs official docs ingestion, toolref integration, lightweight skill design, and end-to-end CLI verification
ZimoLiao/scholaraio 332
-
index
Rebuild FTS5 full-text search index or FAISS semantic vector index. Use when the user wants to update or rebuild search indexes after metadata changes.
ZimoLiao/scholaraio 332
-
ingest
Use when the user wants to process new papers, patents, theses, documents, or proceedings from inbox into the knowledge base, run the ingest pipeline, or rebuild indexes.
ZimoLiao/scholaraio 332
-
lammps
Use when working on classical materials simulations with LAMMPS, especially interatomic-potential selection, shock or deformation setups, thermodynamic runs, and structure analysis for solids or nanomaterials.
ZimoLiao/scholaraio 332
-
literature-review
Write a literature review based on papers in a workspace. Covers topic organization, narrative structure, gap identification, and BibTeX export. Use when the user wants to draft a literature review, survey a research area, or summarize the state of the art.
ZimoLiao/scholaraio 332
-
metrics
View LLM token usage, API call timing, and runtime metrics. Use when the user asks about token consumption, API costs, or performance statistics.
ZimoLiao/scholaraio 332
-
openfoam
Use when working on CFD cases with OpenFOAM, especially solver selection, dictionary setup, mesh workflow decisions, turbulence-model choices, and verification of fluid-flow or heat-transfer simulations.
ZimoLiao/scholaraio 332
-
paper-writing
Assist with writing sections of a research paper (Introduction, Related Work, Method, Results, Discussion, Conclusion). Leverages workspace papers for citations and evidence. Use when the user wants help drafting or revising specific paper sections.
ZimoLiao/scholaraio 332
-
quantum-espresso
Use when working on first-principles materials calculations with Quantum ESPRESSO, especially SCF, band structures, DOS, phonons, electron-phonon coupling, Fermi surfaces, or charge-density analysis.
ZimoLiao/scholaraio 332
-
arxiv
Use when the user wants to browse arXiv preprints, search arXiv directly, fetch a PDF by arXiv ID or URL, or send a preprint straight into the ingest pipeline.
ZimoLiao/scholaraio 332