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URL analisado

https://developers.tosspayments.com/

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Pontuação AI-Ready

54 / D

Fraco

de 100

Poupança de tokens

Tokens HTML 49.073
Tokens Markdown 771
Poupança 98%

Desdobramento da pontuação

HTML Semântico 69/100
Eficiência de conteúdo 52/100
Descobribilidade IA 35/100
Dados Estruturados 55/100
Acessibilidade 70/100

A sua página tem um baixo rácio de conteúdo real em relação ao HTML total. Grande parte do peso da página é markup, scripts ou estilos em vez de conteúdo.

Como implementar

Mova CSS para folhas de estilo externas, remova estilos inline, minimize JavaScript e garanta que o HTML se foca na estrutura do conteúdo.

O seu site não suporta Markdown for Agents. Este padrão Cloudflare permite que agentes de IA solicitem conteúdo em formato markdown, reduzindo o uso de tokens em ~80%.

Como implementar

Implemente um ou mais: (1) Responder a Accept: text/markdown com conteúdo markdown. (2) Servir URLs .md (ex: /pagina.md). (3) Adicionar tags <link rel="alternate" type="text/markdown">. (4) Adicionar cabeçalhos HTTP Link para descoberta markdown.

Nenhum sitemap encontrado. Um sitemap ajuda os agentes de IA a descobrir todas as páginas do seu site.

Como implementar

Crie um /sitemap.xml listando todas as suas páginas públicas. A maioria das plataformas CMS pode gerar isto automaticamente.

Nenhuma diretiva Content-Signal encontrada. Estas indicam aos agentes de IA como podem usar o seu conteúdo (indexação, entrada IA, dados de treino). A localização recomendada é robots.txt.

Como implementar

Adicione Content-Signal ao seu robots.txt: User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no. Também pode adicioná-lo como cabeçalho HTTP em respostas markdown.

Muitos elementos têm atributos de estilo inline. Estes adicionam ruído para agentes de IA que extraem conteúdo.

Como implementar

Mova todos os estilos inline para classes CSS na sua folha de estilos. Use frameworks CSS utilitários como Tailwind se precisar de muitos estilos únicos.

Não foram encontrados dados estruturados Schema.org. JSON-LD ajuda os agentes de IA a extrair informação factual e estruturada das suas páginas.

Como implementar

Adicione um bloco <script type="application/ld+json"> com marcação Schema.org. Use tipos apropriados: Article para publicações de blog, Product para páginas de produtos, Organization para a página da sua empresa.

A sua página depende muito de elementos <div>. Elementos semânticos como <section>, <nav>, <header>, <footer> e <aside> fornecem uma estrutura significativa para agentes de IA.

Como implementar

Substitua contentores <div> genéricos por elementos semânticos apropriados. Use <section> para grupos temáticos, <nav> para navegação, <header>/<footer> para cabeçalhos e rodapés de página/secção.

Algumas imagens não têm texto alt descritivo. Bons textos alt ajudam os agentes de IA a compreender o conteúdo e contexto das imagens.

Como implementar

Adicione atributos alt descritivos a todas as imagens. Descreva o que a imagem mostra, não apenas 'imagem' ou 'foto'. Para imagens decorativas, use alt="" (vazio).

O conteúdo principal aparece tarde no documento HTML. Os agentes de IA podem dar mais peso a conteúdo que aparece mais cedo.

Como implementar

Reestruture o seu HTML para que o conteúdo <main> ou <article> apareça antes das barras laterais e conteúdo suplementar.

Nenhum URL canónico encontrado. Isto ajuda os agentes de IA a identificar a versão preferida de uma página e evitar conteúdo duplicado.

Como implementar

Adicione uma tag <link rel="canonical" href="..."> apontando para o URL canónico da página.

Tokens Markdown: 771
## AI로
물 흐르듯 완성되는 코드

처음이어도 괜찮아요.
결제연동 전문 개발자 수준의 AI가
대신 코딩해 드릴게요.

[AI로 시작하기](https://docs.tosspayments.com/guides/v2/get-started/llms-guide)

## 완성된 코드 템플릿을
미리 사용해보세요

PC에서 샌드박스로 시작할 수 있어요

개발자의 시간을 아껴드려요

![](https://static.toss.im/illusts/r1.png)

## 언어별 코드 예제를 복사, 붙여넣기만 하면 연동 끝!

[

![](https://static.toss.im/icons/png/4x/icon-react-fill.png)React

](https://github.com/tosspayments/tosspayments-sample/tree/main/express-react)[

![](https://static.toss.im/icons/png/4x/icon-vanillajs-fill.png)JavaScript

](https://github.com/tosspayments/tosspayments-sample/tree/main/express-javascript)

## 개발자 도구

[

API & SDK API와 SDK 스펙 문서를 제공해드려요

](https://docs.tosspayments.com/reference)[

API 테스트코드 구현이나 환경 설정 없이도 원하는 API를 실행해보세요

](https://docs.tosspayments.com/reference/test)[

샌드박스설정 없이 브라우저에서 바로 연동을 시작해보세요

](https://developers.tosspayments.com/sandbox)[

내 개발정보내 API 키로 결제 연동, 테스트를 진행할 수 있어요

](https://developers.tosspayments.com/my/api-keys)

## 커뮤니티

[실시간 문의

전문 매니저가 실시간으로 소통하며
비즈니스 상황에 맞는 맞춤 지원을 해드려요.

](https://techchat.tosspayments.com/)

[GitHub다양한 코드샘플을 확인해보세요](https://github.com/tosspayments?q=sample&type=all)[자주 묻는 질문결제 연동 과정에서 생긴 궁금증을 해결하세요](https://docs.tosspayments.com/resources/faq)[릴리즈 노트제품의 새로운 기능과 변경 사항을 알려드려요](https://docs.tosspayments.com/resources/release-note)

[기술 블로그에서 다양한 결제 경험
이야기를 확인해보세요](https://docs.tosspayments.com/blog)

![](https://static.toss.im/3d/logo-A-glass-loop-once-apng.png)

## 코드 없이 운영하는 결제
지금 시작해보세요

[문서로 시작하기](https://docs.tosspayments.com/guides/v2/payment-widget/integration)
토스페이먼츠 개발자센터

# AI로
물 흐르듯 완성되는 코드

처음이어도 괜찮아요.
결제연동 전문 개발자 수준의 AI가
대신 코딩해 드릴게요.

[AI로 시작하기

](https://docs.tosspayments.com/guides/v2/get-started/llms-guide)

![MCP 연동 예시](https://static.toss.im/illusts/payments_homepage_mcp_mob.png)

# 완성된 코드 템플릿을
미리 사용해보세요

PC에서 샌드박스로 시작할 수 있어요

개발자의 시간을 아껴드려요

코드 한 줄로 연동되는 결제

SDK 한 줄로 브랜드페이, 키인결제 등 여러 결제서비스를 전부 사용 할 수 있어요

![](https://static.toss.im/illusts/r1.png)

노코드 결제수단 운영

개발자의 도움 없이 결제수단 추가, 변경이 가능해요

코드 수정 없이 디자인 커스텀

개발자의 도움 없이 디자인을 커스텀할 수 있어요

# 언어별 코드 예제를 복사, 붙여넣기만 하면 연동 끝!

[

![](https://static.toss.im/icons/png/4x/icon-react-fill.png)React

](https://github.com/tosspayments/tosspayments-sample/tree/main/express-react)[

![](https://static.toss.im/icons/png/4x/icon-vanillajs-fill.png)JavaScript

](https://github.com/tosspayments/tosspayments-sample/tree/main/express-javascript)

# 개발자 도구

[

API & SDK API와 SDK 스펙 문서를 제공해드려요

](https://docs.tosspayments.com/reference)[

API 테스트코드 구현이나 환경 설정 없이도 원하는 API를 실행해보세요

](https://docs.tosspayments.com/reference/test)[

샌드박스설정 없이 브라우저에서 바로 연동을 시작해보세요

](https://developers.tosspayments.com/sandbox)[

내 개발정보내 API 키로 결제 연동, 테스트를 진행할 수 있어요

](https://developers.tosspayments.com/my/api-keys)

# 커뮤니티

[

실시간 문의

전문 매니저가 실시간으로 소통하며
비즈니스 상황에 맞는 맞춤 지원을 해드려요.

](https://techchat.tosspayments.com/)

[

GitHub

다양한 코드샘플을 확인해보세요](https://github.com/tosspayments?q=sample&type=all)[

자주 묻는 질문

결제 연동 과정에서 생긴 궁금증을 해결하세요](https://docs.tosspayments.com/resources/faq)[

릴리즈 노트

제품의 새로운 기능과 변경 사항을 알려드려요](https://docs.tosspayments.com/resources/release-note)

[기술 블로그에서 다양한 결제 경험
이야기를 확인해보세요

기술 블로그 가기

](https://docs.tosspayments.com/blog)

![](https://static.toss.im/3d/logo-A-glass-loop-once-apng.png)# 코드 없이 운영하는 결제
지금 시작해보세요

[문서로 시작하기

](https://docs.tosspayments.com/guides/v2/payment-widget/integration)

Carregue este ficheiro como /index.md no seu servidor para que os agentes de IA possam aceder a uma versão limpa da sua página. Também pode configurar a negociação de conteúdo Accept: text/markdown para o servir automaticamente.

A nossa recomendação

Descarregar llms.txt
# developers.tosspayments.com

> 토스페이먼츠 결제 연동 문서, API, 키, 테스트 내역, 웹훅 등록 등 개발에 필요한 정보와 기능을 확인해 보세요. 결제 연동에 필요한 모든 개발자 도구를 제공해 드립니다.

## Main
- [토스페이먼츠 개발자센터](https://developers.tosspayments.com/): 토스페이먼츠 결제 연동 문서, API, 키, 테스트 내역, 웹훅 등록 등 개발에 필요한 정보와 기능을 확인해 보세요. 결제 연동에 필요한 모든 개발자 도구를 제공해 드립니다.
- [샌드박스](https://developers.tosspayments.com/sandbox)

O llms.txt completo requer análise de todo o domínio (em breve)

Carregue este ficheiro como https://developers.tosspayments.com/llms.txt na raiz do seu domínio. Agentes de IA como ChatGPT, Claude e Perplexity verificam este ficheiro para compreender a estrutura do seu site.

Este site já possui um ficheiro llms.txt.

Formato inválido — deve começar com um título # e ter conteúdo significativo
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HTML Semântico

Utiliza elemento article ou main (100/100)

Has <main>

Hierarquia de títulos correta (80/100)

6 <h1> elements (should be 1)

Utiliza elementos HTML semânticos (22/100)

12 semantic elements, 166 divs (ratio: 7%)

Textos alt de imagens descritivos (33/100)

2/6 images with meaningful alt text

Baixa profundidade de aninhamento de div (100/100)

Avg div depth: 4.4, max: 10

Eficiência de conteúdo

Bom rácio de redução de tokens (100/100)

98% token reduction (HTML→Markdown)

Bom rácio conteúdo-ruído (0/100)

Content ratio: 0.3% (503 content chars / 169962 HTML bytes)

Estilos inline mínimos (0/100)

217/422 elements with inline styles (51.4%)

Peso de página razoável (80/100)

HTML size: 166KB

Descobribilidade IA

Tem ficheiro llms.txt (50/100)

llms.txt exists but appears empty or invalid

Tem ficheiro robots.txt (100/100)

robots.txt exists

robots.txt permite bots de IA (100/100)

All major AI bots allowed

Tem sitemap.xml (0/100)

No sitemap found

Suporte a Markdown for Agents (0/100)
&#10007; Accept: text/markdown &#10007; .md URL &#10007; <link> tag &#10007; Link header
Tem Content-Signal (robots.txt ou cabeçalhos HTTP) (0/100)
&#10003; robots.txt &#10003; HTTP header &#10007; Policy

Dados Estruturados

Tem Schema.org / JSON-LD (0/100)

No JSON-LD / Schema.org found

Tem tags Open Graph (100/100)

All OG tags present

Tem meta descrição (100/100)

Meta description: 97 chars

Tem URL canónico (0/100)

No canonical URL

Tem atributo lang (100/100)

lang="ko"

Acessibilidade

Conteúdo disponível sem JavaScript (100/100)

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Tamanho de página razoável (100/100)

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    "excerpt": "토스페이먼츠 결제 연동 문서, API, 키, 테스트 내역, 웹훅 등록 등 개발에 필요한 정보와 기능을 확인해 보세요. 결제 연동에 필요한 모든 개발자 도구를 제공해 드립니다.",
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  "markdown": "## AI로\n물 흐르듯 완성되는 코드\n\n처음이어도 괜찮아요.\n결제연동 전문 개발자 수준의 AI가\n대신 코딩해 드릴게요.\n\n[AI로 시작하기](https://docs.tosspayments.com/guides/v2/get-started/llms-guide)\n\n## 완성된 코드 템플릿을\n미리 사용해보세요\n\nPC에서 샌드박스로 시작할 수 있어요\n\n개발자의 시간을 아껴드려요\n\n![](https://static.toss.im/illusts/r1.png)\n\n## 언어별 코드 예제를 복사, 붙여넣기만 하면 연동 끝!\n\n[\n\n![](https://static.toss.im/icons/png/4x/icon-react-fill.png)React\n\n](https://github.com/tosspayments/tosspayments-sample/tree/main/express-react)[\n\n![](https://static.toss.im/icons/png/4x/icon-vanillajs-fill.png)JavaScript\n\n](https://github.com/tosspayments/tosspayments-sample/tree/main/express-javascript)\n\n## 개발자 도구\n\n[\n\nAPI & SDK API와 SDK 스펙 문서를 제공해드려요\n\n](https://docs.tosspayments.com/reference)[\n\nAPI 테스트코드 구현이나 환경 설정 없이도 원하는 API를 실행해보세요\n\n](https://docs.tosspayments.com/reference/test)[\n\n샌드박스설정 없이 브라우저에서 바로 연동을 시작해보세요\n\n](https://developers.tosspayments.com/sandbox)[\n\n내 개발정보내 API 키로 결제 연동, 테스트를 진행할 수 있어요\n\n](https://developers.tosspayments.com/my/api-keys)\n\n## 커뮤니티\n\n[실시간 문의\n\n전문 매니저가 실시간으로 소통하며\n비즈니스 상황에 맞는 맞춤 지원을 해드려요.\n\n](https://techchat.tosspayments.com/)\n\n[GitHub다양한 코드샘플을 확인해보세요](https://github.com/tosspayments?q=sample&type=all)[자주 묻는 질문결제 연동 과정에서 생긴 궁금증을 해결하세요](https://docs.tosspayments.com/resources/faq)[릴리즈 노트제품의 새로운 기능과 변경 사항을 알려드려요](https://docs.tosspayments.com/resources/release-note)\n\n[기술 블로그에서 다양한 결제 경험\n이야기를 확인해보세요](https://docs.tosspayments.com/blog)\n\n![](https://static.toss.im/3d/logo-A-glass-loop-once-apng.png)\n\n## 코드 없이 운영하는 결제\n지금 시작해보세요\n\n[문서로 시작하기](https://docs.tosspayments.com/guides/v2/payment-widget/integration)\n",
  "fullPageMarkdown": "토스페이먼츠 개발자센터\n\n# AI로\n물 흐르듯 완성되는 코드\n\n처음이어도 괜찮아요.\n결제연동 전문 개발자 수준의 AI가\n대신 코딩해 드릴게요.\n\n[AI로 시작하기\n\n](https://docs.tosspayments.com/guides/v2/get-started/llms-guide)\n\n![MCP 연동 예시](https://static.toss.im/illusts/payments_homepage_mcp_mob.png)\n\n# 완성된 코드 템플릿을\n미리 사용해보세요\n\nPC에서 샌드박스로 시작할 수 있어요\n\n개발자의 시간을 아껴드려요\n\n코드 한 줄로 연동되는 결제\n\nSDK 한 줄로 브랜드페이, 키인결제 등 여러 결제서비스를 전부 사용 할 수 있어요\n\n![](https://static.toss.im/illusts/r1.png)\n\n노코드 결제수단 운영\n\n개발자의 도움 없이 결제수단 추가, 변경이 가능해요\n\n코드 수정 없이 디자인 커스텀\n\n개발자의 도움 없이 디자인을 커스텀할 수 있어요\n\n# 언어별 코드 예제를 복사, 붙여넣기만 하면 연동 끝!\n\n[\n\n![](https://static.toss.im/icons/png/4x/icon-react-fill.png)React\n\n](https://github.com/tosspayments/tosspayments-sample/tree/main/express-react)[\n\n![](https://static.toss.im/icons/png/4x/icon-vanillajs-fill.png)JavaScript\n\n](https://github.com/tosspayments/tosspayments-sample/tree/main/express-javascript)\n\n# 개발자 도구\n\n[\n\nAPI & SDK API와 SDK 스펙 문서를 제공해드려요\n\n](https://docs.tosspayments.com/reference)[\n\nAPI 테스트코드 구현이나 환경 설정 없이도 원하는 API를 실행해보세요\n\n](https://docs.tosspayments.com/reference/test)[\n\n샌드박스설정 없이 브라우저에서 바로 연동을 시작해보세요\n\n](https://developers.tosspayments.com/sandbox)[\n\n내 개발정보내 API 키로 결제 연동, 테스트를 진행할 수 있어요\n\n](https://developers.tosspayments.com/my/api-keys)\n\n# 커뮤니티\n\n[\n\n실시간 문의\n\n전문 매니저가 실시간으로 소통하며\n비즈니스 상황에 맞는 맞춤 지원을 해드려요.\n\n](https://techchat.tosspayments.com/)\n\n[\n\nGitHub\n\n다양한 코드샘플을 확인해보세요](https://github.com/tosspayments?q=sample&type=all)[\n\n자주 묻는 질문\n\n결제 연동 과정에서 생긴 궁금증을 해결하세요](https://docs.tosspayments.com/resources/faq)[\n\n릴리즈 노트\n\n제품의 새로운 기능과 변경 사항을 알려드려요](https://docs.tosspayments.com/resources/release-note)\n\n[기술 블로그에서 다양한 결제 경험\n이야기를 확인해보세요\n\n기술 블로그 가기\n\n](https://docs.tosspayments.com/blog)\n\n![](https://static.toss.im/3d/logo-A-glass-loop-once-apng.png)# 코드 없이 운영하는 결제\n지금 시작해보세요\n\n[문서로 시작하기\n\n](https://docs.tosspayments.com/guides/v2/payment-widget/integration)\n",
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  "llmsTxtPreview": "# developers.tosspayments.com\n\n> 토스페이먼츠 결제 연동 문서, API, 키, 테스트 내역, 웹훅 등록 등 개발에 필요한 정보와 기능을 확인해 보세요. 결제 연동에 필요한 모든 개발자 도구를 제공해 드립니다.\n\n## Main\n- [토스페이먼츠 개발자센터](https://developers.tosspayments.com/): 토스페이먼츠 결제 연동 문서, API, 키, 테스트 내역, 웹훅 등록 등 개발에 필요한 정보와 기능을 확인해 보세요. 결제 연동에 필요한 모든 개발자 도구를 제공해 드립니다.\n- [샌드박스](https://developers.tosspayments.com/sandbox)\n\n",
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  "snippets": [
    {
      "id": "add_canonical_url",
      "title": "Add canonical URL",
      "description": "The canonical URL tells AI agents which version of the page is the \"official\" one, avoiding duplicate content issues.",
      "language": "html",
      "code": "<link rel=\"canonical\" href=\"https://developers.tosspayments.com/\">",
      "filename": "<head>"
    },
    {
      "id": "add_schema_org",
      "title": "Add Schema.org JSON-LD",
      "description": "Structured data helps AI agents understand the type, author, and purpose of your content.",
      "language": "html",
      "code": "<script type=\"application/ld+json\">\n{\n  \"@context\": \"https://schema.org\",\n  \"@type\": \"WebPage\",\n  \"name\": \"토스페이먼츠 개발자센터\",\n  \"description\": \"토스페이먼츠 결제 연동 문서, API, 키, 테스트 내역, 웹훅 등록 등 개발에 필요한 정보와 기능을 확인해 보세요. 결제 연동에 필요한 모든 개발자 도구를 제공해 드립니다.\",\n  \"url\": \"https://developers.tosspayments.com/\",\n  \"inLanguage\": \"ko\"\n}\n</script>",
      "filename": "<head>"
    },
    {
      "id": "add_sitemap",
      "title": "Create /sitemap.xml",
      "description": "A sitemap helps AI agents discover all your pages. Most CMS platforms generate one automatically.",
      "language": "xml",
      "code": "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<urlset xmlns=\"http://www.sitemaps.org/schemas/sitemap/0.9\">\n  <url>\n    <loc>https://developers.tosspayments.com/</loc>\n    <lastmod>2026-02-26</lastmod>\n  </url>\n</urlset>",
      "filename": "/sitemap.xml"
    },
    {
      "id": "add_content_signals",
      "title": "Add Content-Signal directives",
      "description": "Content-Signal tells AI agents how they may use your content. The recommended location is robots.txt, but you can also add it as an HTTP header.",
      "language": "txt",
      "code": "# robots.txt (recommended, canonical location):\nUser-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no\n\n# Nginx — add to server block (optional, for HTTP header):\n# add_header Content-Signal \"search=yes, ai-input=yes, ai-train=no\" always;\n\n# Apache — add to .htaccess (optional, for HTTP header):\n# Header set Content-Signal \"search=yes, ai-input=yes, ai-train=no\"",
      "filename": "/robots.txt"
    },
    {
      "id": "add_markdown_negotiation",
      "title": "Support Markdown for Agents",
      "description": "Implement one or more of the 4 Markdown for Agents mechanisms to let AI agents request content in markdown format.",
      "language": "html",
      "code": "<!-- 1. Content negotiation: respond to Accept: text/markdown -->\n<!-- In your server/framework, check the Accept header and return markdown -->\n<!-- with Content-Type: text/markdown -->\n\n<!-- 2. Serve .md URLs (e.g., /about.md alongside /about) -->\n<!-- Generate static .md files or handle .md routes in your app -->\n\n<!-- 3. Add <link> tag in your HTML <head>: -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">\n\n<!-- 4. Add Link HTTP header on HTML responses: -->\n<!-- Link: </page.md>; rel=\"alternate\"; type=\"text/markdown\" -->\n\n<!-- Best practice: include Vary: Accept and X-Markdown-Tokens headers -->\n<!-- on markdown responses -->",
      "filename": "<head> + server config"
    }
  ]
}

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