academic-researcher
Academic research assistant for literature reviews, paper analysis, and scholarly writing. Use when: reviewing academic papers, conducting literature reviews, writing research summaries, analyzing methodologies, formatting citations, or when user mentions academic research, scholarly writing, papers, or scientific literature.
AIGC Detection, Rewriting & Thesis Writing Assistant
Bilingual academic paper assistant. Two modes: **Detection & Rewrite** (analyze existing papers for AI-generated content) and **Thesis Writing** (generate full thesis drafts from templates and code). Supports Chinese and English academic papers.
ref-verify
Prevents citation hallucination in academic writing. Invoke when: finding papers to support a specific claim; verifying/checking/auditing existing citations or DOIs; confirming whether a paper actually says what the user claims it says ('is that what the paper says?', 'did they actually show X?'); adding a citation by describing a paper ('add a citation for the paper where X'); running a pre-submission reference sweep. Do NOT invoke for: formatting references in APA/IEEE style, general topic explanations, citation style questions, or prose editing. Selects Quick Screen (seconds per paper) or Full Audit (abstract fetch + claim check) automatically.
Academic Paper Generation: From Concepts to Production-Ready PDF
**Scope:** Complete workflow for generating publication-ready academic papers **Audience:** Academic writing, arXiv submissions, conference papers **Complexity:** High (multi-phase orchestration) **Time Investment:** Significant initial learning, fast payoff on repeated use
academic-plotting
Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, auto-selects chart type and generates data-driven figures via matplotlib/seaborn. Use when creating any figure for a conference paper.
spss-academic-workflow
Use when the user wants a complete SPSS or SPSS-MCP empirical research workflow: organize source data, prepare datasets, design variables and models, run SPSS analyses, export Chinese result paragraphs and tables, write a Chinese LaTeX paper, and compile the final PDF.