Comprehensive AI writing detection patterns and methodology. Provides vocabulary lists, structural patterns, model-specific fingerprints, and false positive prevention guidance. Use when analyzing text for AI authorship or understanding detection patterns.
Master LLM-as-a-Judge evaluation techniques including direct scoring, pairwise comparison, rubric generation, and bias mitigation. Use when building evaluation systems, comparing model outputs, or establishing quality standards for AI-generated content.
ChatGPT-style deep research strategy with problem decomposition, multi-query generation (3-5 variations per sub-question), evidence synthesis with source ranking, numbered citations, and iterative refinement. Use for complex architecture decisions, multi-domain synthesis, strategic comparisons, technology selection. Keywords: architecture, integration, best practices, strategy, recommendations, comparison.
Helps users discover patterns and insights in their Knowledge Graphs. Use when users ask about important entities, connections, patterns, or want to understand what they can do with their graph. Triggers proactively after extraction to show what's possible.
AI-powered web search and reasoning using Perplexity API through the scraper MCP server. Invoked when searching the web with AI synthesis, conducting research with citations, performing complex reasoning tasks, or answering questions requiring real-time information. Provides two tools for different query types.
Systematic analysis patterns for categorical AI papers (Gavranović, de Wynter, Bradley, Zhang). Use when analyzing academic papers on categorical deep learning, extracting categorical structures from AI research, mapping meta-prompting concepts to category theory, or building comprehensive literature reviews on categorical approaches to AI.
CC2.0 seven-function research workflow (observe, reason, create, orchestrate, learn, verify, deploy) for categorical AI research. Use when conducting systematic research on categorical AI topics, coordinating multi-stream research workflows, applying categorical foundations to research methodology, or implementing the L5 meta-prompting research framework.
This skill should be used when user wants to learn from their collected references, synthesize patterns across sources, or turn research into frameworks from curated reference collections (Are.na channels, bookmarks, saved articles).
Create educational documents that build understanding progressively with citations
Standard multi-source verification search strategy for moderate complexity research. 2-iteration workflow with source ranking, consensus identification, and citation transparency. Use for feature comparisons, moderate complexity topics, fact-checking. Keywords: compare, differences, features, fact-check, verify, what are.
Fast, targeted single-pass search strategy for simple factual lookups. 1-iteration workflow with authoritative source verification and minimal citations. Use for version lookups, documentation finding, simple definitions, existence checks. Keywords: what version, find docs, link to, what is, does X support.
Searches journal for past work related to current task, finding relevant context, solutions, and decisions
根据 Rubric 评审 Anthropic Cookbook notebook。当请求 notebook 审查或审计时使用。
Akademiskt skrivande med vetenskaplig stringens — svenska eller engelska. [VAD] Uppsatser, rapporter, avhandlingar, litteraturöversikter, papers enligt högskolestandarder. IMRAD-struktur, Harvard/APA-referenshantering. Tvåspråkig skill. [NÄR] Use when: akademisk, vetenskaplig, uppsats, rapport, avhandling, litteraturöversikt, forskningstext, Harvard-referens, APA-referens, kandidat, master, doktorand, paper, thesis [SPRÅK] Svenska eller engelska — matcha input eller fråga [EXPERTISE] Academic writing, methodology, source criticism, qualitative/quantitative (SV/EN)
Browse and search the complete SOP library extracted from Lenny's Podcast. Use when: looking for specific frameworks, browsing available SOPs, or needing to find the right framework for a situation. Contains 225 SOPs across 15 domains from 80+ expert sources.
Stress-test book concepts against existing research before committing to architecture. Use when the user has a Book Concept Document ready for validation, wants to verify their thesis is defensible, needs to understand the competitive intellectual landscape, or wants honest assessment of their idea's strengths and weaknesses. Produces a Validation Report that informs the Go/No-Go decision. Nonfiction only.
Assess commercial viability of book concepts for Amazon KDP self-publishing. Use when the user has a Book Concept Document and wants to understand market demand, competition, pricing, and positioning before committing to write. Produces a Market Research Report with viability scorecard and Go/No-Go recommendation. Works standalone (commercial analysis only) or after idea-validator (integrated assessment). Nonfiction only.
Design document review format with 100-point scoring system for SOW/Spec. Use when reviewing SOW or Spec documents, scoring design quality, or when user mentions SOW review, Spec review, 設計書レビュー, 品質スコア, document scoring.
Research-first content creation optimized for both human readers and AI search engines (Claude, ChatGPT, Perplexity, Gemini). Creates authentic, authoritative content that becomes the go-to citation source for AI models answering user questions. Use this skill when: - Creating content that should appear in AI search results (Perplexity, ChatGPT, Claude) - Building topical authority to become THE source AI cites for a topic - Launching a new product and need compelling, citable content - Creating blog posts, articles, social media, or press releases - Need content that references real trends, people, and recent events - Want AI-assisted content that doesn't sound AI-generated - Creating thought leadership content in any industry Triggers: "create content for", "write about", "research and write", "find experts for", "content for launch", "blog post about", "article on", "press release for", "AI search", "show up in AI", "Perplexity", "be cited by AI"
Guides English writing style and review for technical content. Use when drafting, editing, or reviewing English prose, or when fixing grammar and phrasing issues.
Text editing assistant with specialized modes for typos, grammar, flow, headings, citations, and more. Use when editing, proofreading, or improving written content including documentation and markdown files.
