본문으로 건너뛰기
cccskills
무료GitHub에 공개

llm-parsability

Audit informational pages so AI assistants can extract and understand their content. Review headings, HTML structure, content availability without JavaScript, and structured data, then suggest changes that make individual sections clearer when read on their own.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

원문원문 설명 보기

Use when auditing content pages for AI discoverability. Applies to any informational page intended to appear in AI-generated answers, search snippets, or knowledge base extraction.

설치 방법 보기

이럴 때 유용합니다

  • Review pages intended for AI-generated answers
  • Make headings and sections understandable on their own
  • Check whether key content is available without JavaScript
  • Review structured data and FAQ sections

포함된 파일(2)

  • SKILL.md2.7 KB
  • references/rule.md5.4 KB

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

Make content easy for LLMs to parse

AI assistants and answer engines (including Google's AI Overviews) extract and cite content from web pages—pages with clear structure and explicit context are more likely to be accurately cited and surfaced in AI-generated responses.

Quick Reference

  • Use semantic HTML headings, paragraphs, and lists — LLMs prefer structured markup
  • Avoid content locked behind JavaScript rendering or requiring user interaction
  • Write clear, self-contained sections that make sense out of full-page context
  • Structured data (JSON-LD) provides machine-readable context alongside human-readable text

Check

Evaluate whether the page content is parseable by an LLM. Check: (1) Is content in semantic HTML tags (<h1>–<h6>, <p>, <ul>, <ol>, <table>)? (2) Is key content accessible without JavaScript? (3) Are section headings descriptive enough to stand alone? (4) Does the page have JSON-LD structured data? (5) Are there FAQ sections or explicit Q&A patterns that match common search queries?

Fix

Restructure content into explicit HTML sections with descriptive headings. Replace JavaScript-rendered content with server-side rendered HTML. Add JSON-LD schema (Article, FAQPage, HowTo) to annotate the content type. Write headings and lead sentences that work as standalone answers—assume the reader only sees one paragraph.

Explain

Large language models and answer engines process web content by extracting text from HTML. Pages that use semantic markup, clear headings, and server-rendered content are parsed more accurately than JavaScript-heavy or visually-structured pages. As AI-generated answers increasingly cite specific web sources, well-structured content is more likely to be accurately quoted and linked.

Code Review

Check the page's rendered HTML for: (1) proper heading hierarchy (h1→h2→h3), (2) content wrapped in semantic elements (<article>, <section>, <main>), (3) key content visible in initial HTML response (not injected by JS), (4) presence of FAQPage, HowTo, or Article JSON-LD schema, (5) absence of content hidden behind modals, tabs, or accordions that require JS interaction.


For full implementation details, code examples, and framework-specific guidance, see references/rule.md.

Rule page: https://frontendchecklist.io/rules/seo/llm-parsability

리뷰

아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.

댓글

로그인 없이 쓸 수 있습니다. 사용 후기, 질문, 작동하지 않은 환경 등을 편하게 남겨 주세요.

아직 댓글이 없습니다. 첫 댓글을 남겨 보세요.

보내면 바로 공개됩니다. 이메일 주소나 전화번호 같은 개인 정보는 쓰지 마세요. URL은 2개까지입니다.

0 / 1,000자

이 양식은 reCAPTCHA로 보호되며 Google 개인정보처리방침 및 서비스 약관이 적용됩니다.

같은 저장소의 스킬

404-page

무료

Create and review custom 404 pages that help visitors recover from broken or moved links through search and navigation. Check the rendered page and HTTP response so missing content returns a proper 404 status.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Creating a helpful custom 404 page
  • Adding search and navigation for broken links
  • Checking missing pages that return HTTP 200
thedaviddias/Front-End-Checklist7.5만2026년 10월 6일 업데이트

Audit or create a dedicated About page that explains a website’s purpose and identifies its people or organization. Review the rendered output and supporting information, including expertise and contact details, to find gaps.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Reviewing a website’s About page
  • Creating a page about the organization and its mission
  • Checking how operator information appears in rendered output
thedaviddias/Front-End-Checklist7.5만2026년 10월 6일 업데이트

Review and add automated accessibility checks for components, pages, and continuous integration workflows. Use axe-based tools to detect structural and attribute issues, while identifying checks that still need keyboard or screen reader testing.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Review accessibility coverage for shared components
  • Add accessibility checks to page flow tests
  • Run accessibility tests in CI
thedaviddias/Front-End-Checklist7.5만2026년 10월 6일 업데이트

Review sign-in, registration, multi-factor authentication, and account recovery for accessibility barriers. Find blocked paste, difficult code entry, and inaccessible backup methods, then suggest authentication paths that support password managers, autofill, or device approval.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Reviewing accessibility across the sign-in process
  • Checking verification code paste and autofill
  • Inspecting password reset and account recovery
thedaviddias/Front-End-Checklist7.5만2026년 10월 6일 업데이트

Review form errors, success messages, and live updates so screen reader users receive important notifications. Check the HTML delivered to the browser, announcement settings, display duration, and dismissal controls, then identify specific elements that need changes.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Reviewing form error announcements
  • Checking success message display duration
  • Auditing live update notifications
thedaviddias/Front-End-Checklist7.5만2026년 10월 6일 업데이트

Review HTML tables so screen reader users can understand how headers and data relate. Check header markup, table descriptions, and merged cells, then identify specific fixes and ways to verify them.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

  • Reviewing tables for screen reader accessibility
  • Checking header relationships in tables with merged cells
  • Reviewing table patterns in a design system
thedaviddias/Front-End-Checklist7.5만2026년 10월 6일 업데이트

thedaviddias의 스킬 모두 보기

이 스킬의 문제 신고