Use when serving scientific CLI tasks through ScholarAIO, especially when the agent should prefer scholaraio toolref, handle partial coverage safely, and avoid turning user work into documentation maintenance.
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.
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.
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.
Identify research gaps and open questions from the literature in a workspace. Combines topic clustering, citation analysis, and cross-paper comparison. Use when the user wants to find unexplored areas, formulate research questions, or assess where the field is heading.
When the user wants to write, publish, republish, or optimize posts on Medium.com (canonical tags, distribution, Medium SEO). Also use when the user mentions "Medium," "Medium article," "Medium story," "Medium publishing," "canonical Medium," or "publish on Medium." Not for general parasite SEO when Medium is not the target platform—use parasite-seo. For AI search visibility strategy, use generative-engine-optimization.
When the user wants to improve E-E-A-T, add trust signals, or optimize for expertise and authority. Also use when the user mentions "E-E-A-T," "E-E-A-T signals," "experience expertise authority trust," "author bio," "YMYL," "trust signals," "expertise signals," "authority signals," "citations," "references," or "credibility." For headings, use heading-structure.
Research best-in-class products using Browser MCP and WebSearch
Generate personalized news intelligence with verified sources (7-day freshness requirement)
Search, summarize, and synthesize economics literature
Draft economics papers with proper structure and academic style
Address PR reviewer feedback by evaluating comments, proposing fixes, and executing after user approval. Use when the user wants to handle review comments on an existing PR, address PR feedback, fix PR comments, respond to reviewer suggestions, or process code review feedback. Triggers on "address PR feedback", "handle review comments", "fix PR comments", "respond to PR review", "process reviewer feedback", or when given a PR number/URL with intent to address its comments.
Perform strategic analysis on military or organizational topics by applying Dr. Richard M. Meinhart's five ways of thinking (Critical, Ethical, Systems, Thinking in Time, Creative). The task involves identifying specific items (e.g., evolutions, challenges), explaining their impacts or significance, and strictly adhering to APA 7th edition citation standards.
Generates academic papers adhering to a specific 8-section structure with defined formatting rules for the abstract and keywords.
Perform a structured pre-writing analysis of a writing prompt using a specific scratch-paper format to identify the verb, overall question, body paragraph topics, chart, thesis, counterargument, call to action, and figurative language.
Corrige la grammaire, l'orthographe et la syntaxe de textes académiques en français et formate les références bibliographiques selon les normes APA 7.
Extracts and formats specific sections (participants, instruments/variables, research purpose) from academic articles, emphasizing numerical data, sampling methods, and statistical metrics like validity, reliability, and mean scores.
Analyzes literary texts to identify themes, devices, and POV, while constructing structured essay paragraphs with specific constraints (length, quote support, and technique analysis).
Searches for academic study references on a specific topic, ensuring they are recent (within a specified timeframe) and include valid links.
Adopt the persona of an excellent student to write a two-paragraph analysis of a film or media piece. The first paragraph focuses on initial reactions, surprising elements, and interactions. The second paragraph analyzes the work as a primary source, extracting historical information and evaluating its reliability.
Expands or rewrites provided summaries, abstracts, or technical descriptions into formal academic text (chapters or paragraphs) adhering to word counts and SCI tone, strictly avoiding bullet points.
