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bencium/bencium-aeo

為AI搜尋能見度生成AEO最佳化內容(答案引擎最佳化),適用於ChatGPT、Claude、Gemini、AI概覽。在最佳化網站以獲得AI引用、建立FAQ結構化資料、證據面板或分析內容是否易於LLM提取時使用。

bencium-aeo 是什麼?

這個技能專注於答案引擎最佳化(AEO),旨在讓網站內容更容易被大型語言模型(如ChatGPT、Claude、Gemini)和AI搜尋概覽提取與引用。它支援生成AEO最佳化的內容、FAQ結構化資料(Schema)以及證據面板(Evidence Panels),幫助開發者確保其網站在AI驅動的搜尋結果中獲得更高的能見度。此外,它還能分析現有內容,評估其是否準備好被LLM提取,並提供改善建議。此技能可應用於多種平台,包括ChatGPT、Claude、Gemini及AI概覽,是提升AI搜尋生態系中內容影響力的實用工具。

相容平台✓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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說明文件

bencium-aeo 是做什麼的?

為AI搜尋能見度生成AEO最佳化內容(答案引擎最佳化),適用於ChatGPT、Claude、Gemini、AI概覽。在最佳化網站以獲得AI引用、建立FAQ結構化資料、證據面板或分析內容是否易於LLM提取時使用。

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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