Research

Expert CRO advisor that analyzes landing pages, product funnels, UI/UX friction, and provides data-driven A/B test ideas to maximize conversions, sign-ups, trials, and retention. Use when optimizing conversion rates, analyzing funnels, designing experiments, improving CTAs, reducing drop-offs, or when user mentions conversion rate, CRO, landing page optimization, A/B testing, or funnel analysis.

Generate comprehensive documentation for .NET/C# codebases including architecture diagrams, API references, domain models, and getting started guides. Use when asked to: generate docs, document this, create documentation, write docs for, document a .NET project, create architecture documentation, document APIs.

Research and recommend optimal tech stacks for rapid MVP development. Analyzes requirements and recommends programming languages, frameworks, databases, AI models, APIs, services, and deployment platforms. Prioritizes developer experience, free tiers, type safety, and battle-tested solutions.

Generate comprehensive Enterprise AI Product White Papers using existing product documentation from Google Drive as source material. Use when users request "create a product white paper", "generate a white paper for [product]", or similar requests for enterprise-grade product documentation for SaaS, hardware, or service offerings.

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.

신규 기능 구현 전 PRE_WORK 워크플로우 자동화. 오픈소스 검색, 중복 확인, Make vs Buy 분석 수행.

Comprehensive web research with synthesis and actionable insights

AWS CLI v2 quick-reference for experienced developers. Covers compute (Lambda, ECS, EKS), storage (S3, DynamoDB, Aurora), networking (VPC, SSM tunneling), security (IAM, Secrets Manager), and GitHub Actions CI/CD. Use when asked to "write aws commands", "debug aws access", "set up cross-account roles", "configure aws cli", "assume role", "S3 bucket operations", or "deploy to ECS".

Read local PDFs to extract and verify exact numbers (counts, percentages, tables, figure captions) for papers/questions in this repository. Use this when asked to “read a PDF”, “extract results from the paper”, “verify a statistic”, or “find the exact wording in the paper”.

State-of-the-art debugging agent with hypothesis-driven analysis, automatic code instrumentation, git worktree isolation, and browser automation. Use when debugging errors, stack traces, unexpected behavior, performance issues, failed tests, race conditions, or hard-to-reproduce bugs.

Reference for Guardrails library with Malli in Clojure. Use when working with `>defn`, `>defn-`, `>def`, `>fdef` macros, gspec syntax, or function validation. Triggers on guardrails imports, `com.fulcrologic.guardrails.malli`, function specs with `=>` operator, or questions about runtime validation in Clojure.

Query PubMed and scientific databases for protocols, analyze biological data with Biopython, handle HIPAA-compliant data. Use for biology research, protocol searches, sequence analysis, or scientific data handling. Cross-validates sources for high accuracy. Triggers on "PubMed", "biology", "scientific data", "sequences", "protocols", "life sciences", "HIPAA".

Component research and procurement. Search JLC for components, analyze datasheets, compare options, and document selections with rationale.

Load when optimizing content for search engines, performing keyword research, writing meta tags, analyzing SEO performance, or any task related to organic search visibility. Contains comprehensive SEO best practices for 2024-2025.

MediaWiki Wikitext markup language for Wikipedia and wiki-based sites. Use when creating or editing wiki articles, generating wikitext content, working with wiki tables/templates/references, or converting content to wikitext format. Triggers on requests mentioning Wikipedia, MediaWiki, wikitext, wiki markup, or wiki article creation.

Turn Innovation PRDs into concrete experiment plans with explicit hypotheses, metrics, and evaluation methods for RAG quality, agents, and automation outcomes.

Use Go Navigator MCP to explore Go code semantically (packages, symbols, definitions/references, context, metrics, deps) and return file/line/snippets; do not modify code.

웹검색으로 검증된 팩트 수집. 수의학/식물학/식품 정보 등 정확도가 필요한 팩트를 수집하고 research/facts/{category}.md에 저장.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions

Reproduce bugs and gather evidence for root cause analysis. Use when investigating a bug report to confirm reproduction and collect detailed information about the failure.