editing-hugo-documentation
Senior editorial review for Hugo documentation sites. Performs comprehensive content audits including structure analysis, quality checks, consistency validation, information architecture review, frontmatter validation, and link integrity. Use when auditing content structure, reviewing sections for editorial quality, getting an overview of site content, checking consistency across docs, identifying gaps or redundancy, or validating information flow.
vector-databases
Vector database selection, indexing strategies, and semantic search optimization.
conference-paper-writer
Write academic conference papers and research submissions
splitmixternary-opine
Political Repetition as Hyperrealpolitik - deterministic opinion formation via SplitMixTernary across all encountered languages. The eternal return of the trit.
technical-research
Systematic technical research methodology for evaluating technologies, libraries, and approaches. Use when researching new technologies, comparing alternatives, or making technical decisions.
verify-and-add-sources
Verifies claims have proper citations, searches for sources if needed, and adds them to references.qmd. Use when making factual claims or adding statistics.
podcast-analysis
Analyze podcast episodes from transcripts, audio URLs, or audio files. Use when the user mentions podcast, episode, audio transcript, interview, or provides a podcast file/URL.
depth-search
Deep multi-source research combining academic MCPs (arxiv, semantic-scholar, paper-search, deepwiki), Exa semantic search, and local ~/.topos knowledge base. Use for comprehensive research requiring multiple sources. NEVER fall back to web_search - ask user for help instead.
literature-review
Conduct comprehensive, systematic literature reviews using multiple databases (PubMed, bioRxiv, Semantic Scholar, OpenAlex). Creates documented searches, synthesizes findings thematically, verifies citations, and generates professional markdown reports with multiple citation styles (APA, Nature, Vancouver). Use when the user needs thorough literature research or types /deep_research.
parallel-search
Comprehensive web research via Parallel Search API. Use when user requests parallel search for deep multi-source research, technical analysis, learning new topics, current events, or comparative studies. Returns LLM-ready ranked URLs with extended excerpts (up to 30K chars). Single API call handles multiple query angles with automatic deduplication.
academic-writing
Academic writing, research methodology, and scholarly communication workflows. Use when writing papers, literature reviews, grant proposals, conducting research, managing citations, or preparing for peer review. Essential for researchers, graduate students, and academics across disciplines.
exa-find-similar
Find web content similar to a given URL using AI-powered similarity matching. Use when you have an example page and want to discover related articles, papers, or websites with similar content, style, or topic.
reviewer-2-simulator
Critiques your paper draft as a skeptical reviewer would. Use when asked to review a paper draft, find weaknesses in a paper, prepare for peer review, anticipate reviewer criticism, or stress-test research before submission. Identifies weak claims, missing baselines, unclear explanations, and overclaims.
research-taste-developer
Develops intuition for what makes research "good" versus "incremental." Use when asked about research taste, how to identify good research, what makes a paper impactful, how to develop research intuition, or how to pick important problems. Analyzes patterns in highly-cited work and what top researchers do differently.
research-synthesizer
Synthesize insights from multiple research sources into cohesive analysis
deep-research
Conduct a thorough literature search on a topic with verified citations. Use when the user types /deep_research, asks to "research a topic", "find papers on", or needs literature review. CRITICAL - Never fabricate citations. Every claim must have a verifiable source.
reddit-sentiment-analysis
Conduct comprehensive sentiment analysis of Reddit discussions for any product, brand, company, or topic. Analyzes what people like, dislike, and wish were different with structured output summaries.
academic-research
Search academic papers across arXiv, PubMed, Semantic Scholar, bioRxiv, medRxiv, Google Scholar, and more. Get BibTeX citations, download PDFs, analyze citation networks. Use for literature reviews, finding papers, and academic research.
search-guide
搜索工具调用决策指南。明确定义 Agent 何时应调用搜索工具（如实时信息、具体事实），何时应依赖内部知识。作为参考规范，优化 Agent 的工具使用策略。
aesthetic-cultural-research
[Aesthetics] Maps aesthetic briefs to cultural references: art movements, photography, film, architecture, music, fashion. Outputs reference lists with visual language analysis. Organizes findings as Image and Memo nodes in Brain canvas.
