Research

Audit and optimize website for AI search engines like ChatGPT, Perplexity, Google AI Overviews, and Claude. Use when discussing GEO (Generative Engine Optimization), SEO for AI, llms.txt, AI crawlers, structured data for LLMs, or visibility in AI search results.

Optimize content for AI search engines (ChatGPT, Perplexity, Claude, Gemini) and featured snippets. Covers Generative Engine Optimization (GEO), Answer Engine Optimization (AEO), E-E-A-T signals, and content structuring for maximum AI citation probability. Use when optimizing content for AI visibility or auditing AI search readiness.

Use when validating ideas, sizing markets, building pitch decks, preparing for investors, modeling financials, planning launches, or creating board reports. Auto-activates on fundraising, pitch, investor, TAM/SAM/SOM, unit economics, runway, or board deck tasks.

Expert methodology for breaking down complex problems into fundamental truths and rebuilding solutions from the ground up. Use when users need breakthrough innovation (not incremental improvement), question industry assumptions, face seemingly impossible problems, want to understand root causes, ask "why does this have to be this way", "rethink from scratch", "reimagine this", request analysis "from first principles", want to challenge conventional wisdom, question everything, or need to deco...

Domain-specific configuration profiles for learning resource creation. Defines search strategies, special fields, terminology policies, and content structures for different academic domains: technology, history, science, arts, and general. Use when researcher or writer agents need domain-adapted behavior.

Use when the user asks to describe, summarize, analyze, compare, explain, or report on something (text, data, events, systems) without asking for recommendations or next steps.

Use Unpaywall API to find free full-text versions of paywalled papers

Comprehensive financial analysis workflow covering ratio analysis, trend analysis, benchmarking, and variance analysis. Delivers documented, audit-ready insights.

Query past feedback by topic, source, or theme

Capture and analyze product feedback with full metadata

Systematic exploratory data analysis process - discover patterns in unfamiliar data, identify meaningful insights, formulate specific questions for deeper investigation

Resume exploration from where previous Claude session left off by reading the exploration journal (docs/exploration/). Use at start of session when user says "continue", "resume", or "pick up where we left off".

Do experiment-driven research (hypotheses → minimal repros → evidence) and continuously improve research skills + tooling. Use when behavior is uncertain, contested, or performance-sensitive.

Turn experiment reports and notes into summaries and new/updated result skills.

This skill should be used when generating integrated reports from lab notebooks, improving existing reports, or exporting reports to PDF/typst. Triggered by requests like "generate report", "create summary", "refine report", "improve report", "export to PDF", "typst出力", "PDFに変換", "レポートを作成", or "export report to PDF". For PDF export, use scripts/export_pdf.sh (pandoc + typst).

Generates a rigorous experiment design given a hypothesis. Use when asked to design experiments, plan experiments, create an experimental setup, or figure out how to test a research hypothesis. Covers controls, baselines, ablations, metrics, statistical tests, and compute estimates.

Prepare an experiment brief outlining hypothesis, design, success metrics, and operational plan.

Prepare an experiment brief outlining hypothesis, design, success metrics, and operational plan.

Analyze completed growth experiment results, validate hypotheses, generate insights, and suggest follow-up experiments. Use when experiments are completed, when the user asks about results or learnings, or when discussing what to do next based on experiment outcomes.

Analyze completed experiments and craft executive-ready summaries with insights and recommendations.

Given a research goal, use existing skills, training reports, and references to propose a small, concrete experiment plan.

Transforms research findings into executive-ready briefings. Automatically activated when user mentions 'executive', 'briefing', 'C-suite', 'board', 'leadership', or 'presentation'.

Template for packaging revenue analytics into concise exec/board narratives.

Use Exa for semantic/neural web search. Exa understands context and returns high-quality results. Use this skill when you need to search the web for documentation, research, or any information that requires understanding meaning rather than just keyword matching. NEVER substitute web_search for Exa - they serve completely different purposes.