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bencium/bencium-aeo

AI 검색 가시성을 위한 AEO(Answer Engine Optimization) 최적화 콘텐츠 생성 - ChatGPT, Claude, Gemini, AI Overviews. AI 인용을 위한 웹사이트 최적화, FAQ 스키마, 증거 패널 생성, 또는 LLM 추출 준비도를 위한 콘텐츠 분석 시 사용합니다.

bencium-aeo란 무엇인가요?

이 스킬은 AI 검색 엔진(Answer Engine)에 최적화된 콘텐츠를 생성하는 AEO(Answer Engine Optimization) 전용 도구입니다. ChatGPT, Claude, Gemini, Google AI Overviews 등 주요 AI 플랫폼에서 웹사이트가 인용되고 가시성을 확보할 수 있도록 돕습니다. 핵심 기능으로는 FAQ 스키마 생성, 증거 패널(Evidence Panel) 구축, 콘텐츠의 LLM 추출 준비도 분석 등이 포함되어 있으며, 구조화된 데이터와 명확한 답변 형식을 통해 AI 모델이 콘텐츠를 쉽게 이해하고 인용할 수 있도록 합니다. 이 스킬은 bencium 생태계 내에서 동작하며, 개발자와 콘텐츠 마케터가 AI 기반 검색 환경에 맞춰 웹사이트를 최적화하는 데 필수적입니다.

지원 대상✓Claude Code~Codex CLI~Cursor✓Gemini CLI
npx skills add https://github.com/bencium/bencium-marketplace/tree/main/skills/bencium-aeo

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문서

bencium-aeo은(는) 무엇을 하나요?

AI 검색 가시성을 위한 AEO(Answer Engine Optimization) 최적화 콘텐츠 생성 - ChatGPT, Claude, Gemini, AI Overviews. AI 인용을 위한 웹사이트 최적화, FAQ 스키마, 증거 패널 생성, 또는 LLM 추출 준비도를 위한 콘텐츠 분석 시 사용합니다.


개요

bencium/bencium-aeo 스킬은 Answer Engine Optimization(AEO) 원칙에 따라 콘텐츠를 생성하고 최적화합니다. 주요 AI 어시스턴트(ChatGPT, Claude, Gemini) 및 AI Overviews에서 귀하의 콘텐츠가 직접 인용되거나 추천되도록 설계되었습니다.

왜 AEO인가?

  • 증가된 가시성: 전통적인 SEO는 검색 결과 페이지 순위에 초점을 맞추지만, AEO는 AI 어시스턴트가 생성한 답변에 직접 포함되도록 합니다.
  • AI 인용 최적화: 구조화된 데이터, 명확한 답변 패턴, 증거 패널을 사용하여 AI 모델이 신뢰할 수 있는 출처로 귀하의 콘텐츠를 인용하도록 유도합니다.
  • LLM 추출 준비: 콘텐츠가 대규모 언어 모델(LLM)에 의해 쉽게 추출되고 요약될 수 있도록 구조화합니다.

주요 기능

  • AEO 콘텐츠 생성: AI 답변 엔진에 최적화된 마크다운 또는 HTML 콘텐츠 생성.
  • FAQ 스키마 생성: AI 인용 패턴에 맞춘 FAQPage 스키마(JSON-LD) 자동 생성.
  • 증거 패널(Evidence Panel): AI 어시스턴트가 출처를 명확히 표시할 수 있도록 신뢰할 수 있는 인용 패널 구성.
  • LLM 추출 분석: 기존 콘텐츠가 AI 모델에 의해 얼마나 잘 추출될 수 있는지 점수화하고 개선점 제안.
  • 크로스 플랫폼 최적화: ChatGPT, Claude, Gemini 등 주요 플랫폼별 요구사항에 맞춘 콘텐츠 변환.

사용 예시

# AEO 최적화 콘텐츠 생성
bencium run aeo "AI가 내 서비스를 설명하는 방법"

# FAQ 스키마 생성
bencium run aeo --faq "자주 묻는 질문 목록"

# 콘텐츠 LLM 추출 분석
bencium run aeo --analyze content.md

기술 요구사항

  • bencium CLI v1.2.0 이상
  • Node.js 18+ (스키마 생성 시)
  • 선택: Python 3.9+ (고급 분석 기능)

환경 변수

변수명설명필수
BENCIUM_API_KEYbencium API 키예
OPENAI_API_KEYChatGPT 분석용 (선택)아니오
ANTHROPIC_API_KEYClaude 분석용 (선택)아니오
GEMINI_API_KEYGemini 분석용 (선택)아니오

지원 플랫폼

  • ChatGPT (OpenAI)
  • Claude (Anthropic)
  • Gemini (Google)
  • AI Overviews (Google Search)
  • 기타 LLM 기반 검색 및 답변 엔진

라이선스

MIT License

Individual skills in this repo

This repo contains 12 individual skills — each has its own dedicated page.

bencium/adaptive-communication

Use when detecting ambiguous user intent, hedging language, open-ended framing, personal context before requests, or when unsure whether user wants exploration vs direct answer. Applies to all conversations.

bencium/agentic-ux-design---relationship-centric-interfaces

Design AI-first interfaces that build ongoing relationships through memory, trust evolution, and collaborative planning, not just isolated screen interactions

bencium/bencium-code-conventions

Bence's code style, tech stack, and workflow conventions

bencium/bencium-controlled-ux-designer

Expert UI/UX design guidance for unique, accessible interfaces. Use for visual decisions, colors, typography, layouts. Always ask before making design decisions. Use this skill when the user asks to build web components, pages, or applications.

bencium/bencium-impact-designer

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics. Based on Anthropic's Frontend Designer Skill

bencium/bencium-innovative-ux-designer

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.

bencium/design-audit

Premium UI/UX design audit and refinement skill. Conducts systematic visual audits of existing apps and produces phased, implementation-ready design plans. Use this skill whenever the user asks to audit a UI, improve an app's visual design, make an interface feel more polished or premium, review design consistency, fix visual hierarchy, or refine spacing/typography/color. Also trigger when the user says "design review", "make it look better", "UI polish", "visual refinement", "design pass", "audit the design", or references making an app feel more professional. This skill is purely visual — it does not touch functionality, logic, or features. It elevates what exists.

bencium/human-architect-mindset

Systematic architectural thinking for irreplaceable human capabilities - domain modeling, systems thinking, constraint navigation, and AI-aware problem decomposition. Use proactively when detecting architectural decisions, system design discussions, or multi-component planning.

bencium/negentropy-lens

A decision-support framework that evaluates systems, architectures, and strategies through the entropy (decay) vs negentropy (growth) lens, while surfacing tacit knowledge gaps. Use this skill whenever the user is making architecture decisions, evaluating system designs, reviewing technical approaches, choosing between options, auditing existing systems, or planning strategies. Also trigger when the user explicitly asks to "apply the negentropy lens", mentions "entropy", "negentropy", "tacit knowledge", "knowledge engine", or "flip the switch". Nudge activation when you detect the user is at a decision point — even if they haven't asked for this lens — by briefly noting the entropic/negentropic dimension before proceeding.

bencium/renaissance-architecture

Software architecture and UI/UX principles for building genuinely new solutions, not derivative work. Use when designing features, architecting software, brainstorming apps, reviewing designs, or during strategy discussions. Focuses on first-principles thinking, simplicity where it matters, and creating rather than commenting.

bencium/ui-typography

Professional typography rules for UI design, web applications, software interfaces, and all screen-based text. Enforces timeless typographic correctness that LLMs consistently get wrong: proper quote marks, dashes, spacing, hierarchy, and layout. ENFORCEMENT MODE: When generating ANY HTML, CSS, React, JSX, or UI code containing visible text, auto-apply every rule in this skill silently — do not ask, do not explain, just produce correct typography. AUDIT MODE: When reviewing or improving existing interfaces or legacy code, flag violations and provide fixes. Trigger on: any HTML/CSS/React artifact creation, "build a landing page", "create a component", "design a UI", "fix the typography", "make this look professional", "review this layout", web design, presentation design, dashboard creation, document generation, or any task producing visible text for humans. Even if the user doesn't mention typography, apply these rules whenever generating UI output.

bencium/vanity-engineering-review

Reviews codebases, architectures, PRs, and technical plans for vanity engineering — code and systems built for the developer's ego, resume, or intellectual pleasure rather than delivering user or business value. Triggers on: "review this code", "is this over-engineered", "code review", "architecture review", "complexity audit", "vanity check", "is this necessary", "simplify this", "tech debt review", or any request to evaluate whether code or architecture is justified by actual requirements. Also trigger when the user shares a codebase and asks for feedback, when discussing framework/library choices, when reviewing PRs, or when someone is debating whether to refactor or rebuild. Nudge activation when you detect patterns of unnecessary abstraction, premature optimization, or resume-driven technology choices in code the user shares — even if they haven't asked for a vanity review.

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