Research

Use whenever a user mentions or references a Jira ticket and you want to pull out description, comments, or more.

SEO keyword clustering with topic organization, content hub architecture, internal linking strategies. Use for content strategy, keyword research, pillar page structures, or encountering cluster organization, hub architecture, internal linking errors.

Migrate Rust code from sacp v1.x to v2.0 role-based API. Use when upgrading sacp dependencies, fixing JrConnectionBuilder errors, or when code references MessageAndCx or old connection patterns.

[CLAUDE CODE ONLY] Leverage Gemini CLI for AI peer review, second opinions on architecture and design decisions, cross-validation of implementations, security analysis, alternative approaches, and holistic codebase analysis. Requires terminal access to execute Gemini CLI commands. Use when making high-stakes decisions, reviewing complex architecture, analyzing large codebases (1M token context window), or when explicitly requested for a second AI perspective. Must be explicitly invoked using skill syntax.

Comprehensive cryptocurrency market research and analysis using specialized AI agents. Analyzes market data, price trends, news sentiment, technical indicators, macro correlations, and investment opportunities. Use when researching cryptocurrencies, analyzing crypto markets, evaluating digital assets, or investigating blockchain projects like Bitcoin, Ethereum, Solana, etc.

Proactively include clickable links when referencing entities (persons, conversations, messages). Makes responses actionable.

Hashnode GraphQL API documentation for creating, managing, and querying blogs, posts, publications, and user data on the Hashnode platform

Create API reference documentation from docstrings. Use when documenting public module interfaces.

Execute the complete experimental workflow - model optimization followed by evaluation - for all runs in a scaffolded experiment. Use after scaffold-experiment to submit jobs to SLURM.

Execute evidence-backed GitHub PR reviews with severity tagging, references, and merge-blocking guidance.

Coordinate research-focused testing and quality validation with clear constraints, gates, and confidence ceilings.

고객 여정 분석과 고객 경험 조사 데이터를 기반으로 핵심 문제 가설과 근본원인을 도출하고, 문제검증 인터뷰를 통해 문제가설을 검증 합니다. 그리고 비즈니스 가치를 도출합니다.

Use when synthesizing information from multiple sources (literature review, stakeholder feedback, research findings, data from different systems), creating or evaluating analogies for explanation or problem-solving (cross-domain transfer, "X is like Y", structural mapping), combining conflicting viewpoints into unified framework, identifying patterns across disparate sources, finding creative solutions by transferring principles from one domain to another, testing whether analogies hold (surface vs deep similarities), or when user mentions "synthesize", "combine sources", "analogy", "like", "similar to", "transfer from", "integrate findings", "what's it analogous to".

Determine the true user intent, constraints, and success criteria for research tasks with explicit confidence ceilings.

End-to-end orchestration of the deep research lifecycle across discovery, experimentation, and production gates.

Synthesize multiple sources into coherent narratives with explicit evidence tracking and confidence ceilings.

Generate research visuals (figures, diagrams) with constraints, evidence alignment, and confidence ceilings.

Use when exploring alternative scenarios, testing assumptions through "what if" questions, understanding causal relationships, conducting pre-mortem analysis, stress testing decisions, or when user mentions counterfactuals, hypothetical scenarios, thought experiments, alternative futures, what-if analysis, or needs to challenge assumptions and explore possibilities.

Use when testing ideas cheaply before building (pretotyping with fake doors, concierge MVPs, paper prototypes) to validate desirability/feasibility, choosing appropriate prototype fidelity (paper/clickable/coded), running experiments to test assumptions (demand, pricing, workflow), or when user mentions prototype, MVP, fake door test, concierge, Wizard of Oz, landing page test, smoke test, or asks "how can we validate this idea before building?".

Library documentation via Context7. Use for API references, code examples, framework docs.