Проверенный сертификат AgentReady.md
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Проанализированный URL

https://www.usefulainews.com/

Измерено 17 часов назад

Анализировать другой URL

Оценка AI-Ready

Хорошо

из 100

Экономия токенов

HTML-токены 38.714
Markdown-токены 1612
Экономия 96%

Разбивка оценки

Доступность 81/100
Обнаруживаемость ИИ 68/100
Структурированные данные 93/100
Семантический HTML 98/100
Эффективность контента 61/100

Новые протоколы

Обнаружено 2 из 6

Well-known эндпоинты, которые ищут ИИ-агенты. Обнаружено — значит агент может автоматически найти и подключиться к вашему сервису.

  • OAuth Protected Resource RFC 9728
    /.well-known/oauth-protected-resource
    • resource: https://www.usefulainews.com/wp-json/mcp/mcp-oauth-server
    • 1 authorization server(s)
  • OAuth Discovery RFC 8414
    /.well-known/oauth-authorization-server
    • issuer: https://www.usefulainews.com
    • token_endpoint: https://www.usefulainews.com/oauth/token
    • 2 grant type(s)
  • MCP Server Card SEP-1649 draft
    /.well-known/mcp/server-card.json
  • A2A Agent Card A2A v1.0
    /.well-known/agent-card.json
  • API Catalog RFC 9727
    /.well-known/api-catalog
  • Agent Skills index Discovery RFC v0.2.0 draft
    /.well-known/agent-skills/index.json

Само это не удержится. Мониторинга пока нет — запишитесь, и мы сообщим, когда он появится.

Вы в списке! Мы уведомим вас о запуске.

Что мы измерили Main content starts at 62% of HTML

Основной контент появляется поздно в HTML-документе. ИИ-агенты могут придавать больший вес контенту, расположенному в начале.

Как внедрить

Перестройте HTML так, чтобы контент <main> или <article> появлялся перед боковыми панелями и дополнительным контентом.

Вставьте в кодового агента, чтобы он внёс исправление

Что мы измерили No Markdown for Agents support detected

Ваш сайт не поддерживает Markdown for Agents. Этот стандарт Cloudflare позволяет ИИ-агентам запрашивать контент в формате markdown, сокращая использование токенов на ~80%.

Как внедрить

Реализуйте одно или несколько: (1) Отвечать на Accept: text/markdown контентом в формате markdown. (2) Обслуживать URL с .md (например, /page.md). (3) Добавить теги <link rel="alternate" type="text/markdown">. (4) Добавить HTTP-заголовки Link для обнаружения markdown.

Вставьте в кодового агента, чтобы он внёс исправление

Что мы измерили Content ratio: 2.8% (3926 content chars / 139176 HTML bytes)

На вашей странице низкое соотношение фактического контента к общему HTML. Большая часть веса страницы приходится на разметку, скрипты или стили, а не на контент.

Как внедрить

Перенесите CSS во внешние таблицы стилей, удалите inline-стили, минимизируйте JavaScript и убедитесь, что HTML сфокусирован на структуре контента.

Вставьте в кодового агента, чтобы он внёс исправление

Что мы измерили No llms.txt found

На вашем сайте нет файла llms.txt. Это формирующийся стандарт для помощи ИИ-агентам в понимании структуры вашего сайта.

Как внедрить

Создайте файл /llms.txt в соответствии со спецификацией llmstxt.org. Включите описание сайта и ссылки на ваши ключевые страницы.

Вставьте в кодового агента, чтобы он внёс исправление

Что мы измерили 2/3 OG tags present

Отсутствуют или неполные теги Open Graph. OG-теги помогают ИИ-агентам (и социальным платформам) понять заголовок, описание и изображение вашей страницы.

Как внедрить

Добавьте мета-теги og:title, og:description и og:image в <head> вашей страницы.

Вставьте в кодового агента, чтобы он внёс исправление

Что мы измерили 21/429 elements with inline styles (4.9%)

Многие элементы имеют атрибуты style. Они создают шум для ИИ-агентов при извлечении контента.

Как внедрить

Перенесите все inline-стили в CSS-классы в вашей таблице стилей. Используйте утилитарные CSS-фреймворки, такие как Tailwind, если вам нужно много уникальных стилей.

Вставьте в кодового агента, чтобы он внёс исправление
Markdown-токены: 1612
-   ![AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/wp-content/uploads/2026/09/art_50-ai-brand-visibility-tools-landscape-audit.jpg)

    ## [AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/ai-brand-visibility-tools-landscape-audit/)

    Audit of 79 commercial AI brand visibility platforms reveals widespread disclosure gaps, pricing extremes, and looming market consolidation.

-   Every Tuesday at 6 AM ET

    ## The Tuesday Intelligence Dispatch

    Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews.

    Empirical Latency Audits Verified by Experts

    Strictly no spam. 1-click unsubscribe anytime.

-   ![Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/wp-content/uploads/2026/09/art_49-google-adk-agent-architecture-best-practices.jpg)

    ## [Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/google-adk-agent-architecture-best-practices/)

    Google Agent Development Kit (ADK) guide: structuring multi-agent architectures, few-shot schemas, and deterministic tool boundaries.

-   ![The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/wp-content/uploads/2026/09/art_48-ai-seo-adoption-vs-visibility-tracking-gap.jpg)

    ## [The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/ai-seo-adoption-vs-visibility-tracking-gap/)

    GoodFirms study reveals 43% of brands prioritize AI search in 2026, but only 14% track citation visibility, creating a massive blind spot.

-   ![Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/wp-content/uploads/2026/09/art_47-generative-engine-optimization-geo-framework-2026.jpg)

    ## [Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/generative-engine-optimization-geo-framework-2026/)

    A practical 4-step framework for Generative Engine Optimization, from prompt conversion to high-authority citation building and FAQ schema.

-   ![Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/wp-content/uploads/2026/09/art_46-share-of-model-media-currency-zero-click-1.jpg)

    ## [Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/share-of-model-media-currency-zero-click/)

    As search clicks decline, ‘Share of Model’ emerges as the core media metric measuring brand recommendation rates across AI engines.

-   ![AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/wp-content/uploads/2026/09/art_45-ai-engines-disagree-brand-recommendations-study-1.jpg)

    ## [AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/ai-engines-disagree-brand-recommendations-study/)

    Treyci study reveals a 2x brand visibility gap between AI engines and warns that single-run checks are probabilistic anecdotes.

-   ![OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/wp-content/uploads/2026/09/art_44-openai-astra-cybersecurity-safeguards-1.jpg)

    ## [OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/openai-astra-cybersecurity-safeguards/)

    OpenAI pre-announces Astra with advanced offensive cyber capabilities, restricting early access to vetted red-teamers following industry safety breaches.

-   ![Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/wp-content/uploads/2026/09/art_43-google-gemini-3-8-flash-cyber-variant-1.jpg)

    ## [Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/google-gemini-3-8-flash-cyber-variant/)

    Google DeepMind unveils Gemini 3.8 Flash with sub-150ms token latency alongside a gated Gemini 3.8 Cyber variant for enterprise security teams.

-   ![Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/wp-content/uploads/2026/09/art_42-meta-muse-spark-1-3-personal-agents-1.jpg)

    ## [Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/meta-muse-spark-1-3-personal-agents/)

    Meta launches Muse Spark 1.3, an agentic coding model with a contributor tier that slashes API pricing in exchange for training telemetry.

-   ![Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/wp-content/uploads/2026/09/art_41-nvidia-acquires-hugging-face-12-9-billion-2.jpg)

    ## [Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/nvidia-acquires-hugging-face-12-9-billion/)

    Nvidia acquires open-source model hub Hugging Face for $12.9 billion in cash and equity, cementing hardware-software integration amid antitrust scrutiny.

-   ![Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/wp-content/uploads/2026/09/art_29-ai-content-decay-google-helpful-content-audit.jpg)

    ## [Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/google-gemini-publisher-licensing-deals-folha/)

    Google signed commercial agreements with publishers including Brazilian newspaper Folha de S.Paulo to license real-time news content for Gemini AI products, pursuing…

-   ![CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/wp-content/uploads/2026/09/art_37-ai-copyright-fair-use-commercial-legal-precedents.jpg)

    ## [CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/cnn-sues-perplexity/)

    CNN filed a 54-page copyright complaint alleging Perplexity scraped and reproduced more than 17,000 CNN stories, videos, and images without authorization, marking…
Useful AI News | Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture                                                             [Skip to content](https://www.usefulainews.com/#wp--skip-link--target)

Useful AI News • Independent AI Benchmarks & Intelligence

Tuesday Dispatch • Volume 2026.09

[Useful AI News.](https://www.usefulainews.com/)

[Subscribe](https://www.usefulainews.com/#uai-subscribe-section)

[Get Weekly Dispatch →](https://www.usefulainews.com/#uai-subscribe-section)

# Latest AI Intelligence

Independent benchmarks, architectural audits, and empirical research.

-   ![AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/wp-content/uploads/2026/09/art_50-ai-brand-visibility-tools-landscape-audit.jpg)

    [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)

    ## [AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/ai-brand-visibility-tools-landscape-audit/)

    Audit of 79 commercial AI brand visibility platforms reveals widespread disclosure gaps, pricing extremes, and looming market consolidation.

    September 3, 2026

-   Every Tuesday at 6 AM ET

    ## The Tuesday Intelligence Dispatch

    Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews.

    Empirical Latency Audits Verified by Experts

    Get Free Dispatch

    Strictly no spam. 1-click unsubscribe anytime.

    ✓ Added to Dispatch

    ### You’re all set!

    Stay tuned for the upcoming Tuesday Intelligence Dispatch delivered at 6 AM ET.

-   ![Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/wp-content/uploads/2026/09/art_49-google-adk-agent-architecture-best-practices.jpg)

    [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)

    ## [Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/google-adk-agent-architecture-best-practices/)

    Google Agent Development Kit (ADK) guide: structuring multi-agent architectures, few-shot schemas, and deterministic tool boundaries.

    September 3, 2026

-   ![The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/wp-content/uploads/2026/09/art_48-ai-seo-adoption-vs-visibility-tracking-gap.jpg)

    [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)

    ## [The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/ai-seo-adoption-vs-visibility-tracking-gap/)

    GoodFirms study reveals 43% of brands prioritize AI search in 2026, but only 14% track citation visibility, creating a massive blind spot.

    September 3, 2026

-   ![Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/wp-content/uploads/2026/09/art_47-generative-engine-optimization-geo-framework-2026.jpg)

    [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)

    ## [Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/generative-engine-optimization-geo-framework-2026/)

    A practical 4-step framework for Generative Engine Optimization, from prompt conversion to high-authority citation building and FAQ schema.

    September 3, 2026

-   ![Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/wp-content/uploads/2026/09/art_46-share-of-model-media-currency-zero-click-1.jpg)

    [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)

    ## [Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/share-of-model-media-currency-zero-click/)

    As search clicks decline, ‘Share of Model’ emerges as the core media metric measuring brand recommendation rates across AI engines.

    September 3, 2026

-   ![AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/wp-content/uploads/2026/09/art_45-ai-engines-disagree-brand-recommendations-study-1.jpg)

    [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)

    ## [AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/ai-engines-disagree-brand-recommendations-study/)

    Treyci study reveals a 2x brand visibility gap between AI engines and warns that single-run checks are probabilistic anecdotes.

    September 3, 2026

-   ![OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/wp-content/uploads/2026/09/art_44-openai-astra-cybersecurity-safeguards-1.jpg)

    [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)

    ## [OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/openai-astra-cybersecurity-safeguards/)

    OpenAI pre-announces Astra with advanced offensive cyber capabilities, restricting early access to vetted red-teamers following industry safety breaches.

    September 3, 2026

-   ![Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/wp-content/uploads/2026/09/art_43-google-gemini-3-8-flash-cyber-variant-1.jpg)

    [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)

    ## [Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/google-gemini-3-8-flash-cyber-variant/)

    Google DeepMind unveils Gemini 3.8 Flash with sub-150ms token latency alongside a gated Gemini 3.8 Cyber variant for enterprise security teams.

    September 3, 2026

-   ![Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/wp-content/uploads/2026/09/art_42-meta-muse-spark-1-3-personal-agents-1.jpg)

    [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)

    ## [Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/meta-muse-spark-1-3-personal-agents/)

    Meta launches Muse Spark 1.3, an agentic coding model with a contributor tier that slashes API pricing in exchange for training telemetry.

    September 3, 2026

-   ![Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/wp-content/uploads/2026/09/art_41-nvidia-acquires-hugging-face-12-9-billion-2.jpg)

    [Industry Strategy & Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/)

    ## [Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/nvidia-acquires-hugging-face-12-9-billion/)

    Nvidia acquires open-source model hub Hugging Face for $12.9 billion in cash and equity, cementing hardware-software integration amid antitrust scrutiny.

    September 3, 2026

-   ![Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/wp-content/uploads/2026/09/art_29-ai-content-decay-google-helpful-content-audit.jpg)

    [AI Transparency & Content Authenticity](https://www.usefulainews.com/topic/ai-transparency-content-authenticity/)

    ## [Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/google-gemini-publisher-licensing-deals-folha/)

    Google signed commercial agreements with publishers including Brazilian newspaper Folha de S.Paulo to license real-time news content for Gemini AI products, pursuing…

    September 3, 2026

-   ![CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/wp-content/uploads/2026/09/art_37-ai-copyright-fair-use-commercial-legal-precedents.jpg)

    [AI Transparency & Content Authenticity](https://www.usefulainews.com/topic/ai-transparency-content-authenticity/)

    ## [CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/cnn-sues-perplexity/)

    CNN filed a 54-page copyright complaint alleging Perplexity scraped and reproduced more than 17,000 CNN stories, videos, and images without authorization, marking…

    September 3, 2026

## The Tuesday Intelligence Dispatch

Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews, and rigorous technical verification.

Every Tuesday at 6 AM ET ✓ Empirical Latency & Cost Audits ✓ Tested in Real Environments ✓ Verified by Experts

Get Free Dispatch

Strictly no spam. We never share your data. 1-click unsubscribe anytime.

✓ Added to Dispatch

### You’re all set!

Stay tuned for the upcoming Tuesday Intelligence Dispatch delivered at 6 AM ET.

Загрузите этот файл как /index.md на ваш сервер, чтобы ИИ-агенты могли получить доступ к чистой версии вашей страницы. Вы также можете настроить согласование контента Accept: text/markdown для автоматической отдачи.

Сгенерированный llms.txt для этой отдельной страницы

Скачать llms.txt
# Useful AI News

> Direct, Hype-Free AI Intelligence, Technical Benchmarks &amp; Architecture

## Main
- [Useful AI News](https://www.usefulainews.com/): Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture
- [About Useful AI News](https://www.usefulainews.com/about/)
- [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)
- [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)
- [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)
- [Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/)
- [Editorial Standards & Process](https://www.usefulainews.com/editorial-process/)
- [Sitemap & Directory](https://www.usefulainews.com/sitemap/)
- [Next Page→](https://www.usefulainews.com/?query-page=2)
- [RSS 2.0 Feed](https://www.usefulainews.com/feed/)

## Legal
- [Terms of Service](https://www.usefulainews.com/terms/)
- [Privacy Policy](https://www.usefulainews.com/privacy/)

## Support
- [News Tips & Contact](https://www.usefulainews.com/contact/)

Полный llms.txt требует анализа всего домена (скоро появится)

Загрузите этот файл по адресу https://www.usefulainews.com/llms.txt в корень вашего домена. ИИ-агенты, такие как ChatGPT, Claude и Perplexity, проверяют этот файл для понимания структуры вашего сайта.

Доступность

Контент доступен без JavaScript (100/100)

Content available without JavaScript

Контент расположен рано в HTML (25/100)

Main content starts at 62% of HTML

Приемлемый размер страницы (100/100)

Page size: 136KB

Обнаруживаемость ИИ

robots.txt разрешает ИИ-ботов (100/100)

All major AI search bots allowed

Поддержка Markdown for Agents (0/100)
✗ Accept: text/markdown ✗ .md URL ✗ <link> tag ✗ Link header
Имеет sitemap.xml (100/100)

Sitemap found

Имеет файл robots.txt (100/100)

robots.txt exists

Имеет файл llms.txt (0/100)

No llms.txt found

Есть Content-Signal (robots.txt или HTTP-заголовки) (80/100)
✓ robots.txt ✗ HTTP header ✓ Policy

Структурированные данные

Имеет Schema.org / JSON-LD (100/100)

JSON-LD found: CollectionPage, BreadcrumbList, WebSite, Organization

Имеет теги Open Graph (67/100)

2/3 OG tags present

Имеет мета-описание (100/100)

Meta description: 70 chars

Имеет канонический URL (100/100)

Canonical URL present

Имеет атрибут lang (100/100)

lang="en-US"

Семантический HTML

Правильная иерархия заголовков (100/100)

Clean heading hierarchy

Использует элемент article или main (100/100)

Has <main>

Использует семантические HTML-элементы (92/100)

33 semantic elements, 87 divs (ratio: 28%)

Осмысленные альтернативные тексты изображений (100/100)

12/12 images with meaningful alt text

Небольшая глубина вложенности div (100/100)

Avg div depth: 2.4, max: 4

Эффективность контента

Хороший коэффициент сокращения токенов (100/100)

96% token reduction (HTML→Markdown)

Хорошее соотношение контента к шуму (0/100)

Content ratio: 2.8% (3926 content chars / 139176 HTML bytes)

Приемлемый вес страницы (80/100)

HTML size: 136KB

Минимум inline-стилей (50/100)

21/429 elements with inline styles (4.9%)

{
  "url": "https://www.usefulainews.com/",
  "timestamp": 1788455878611,
  "fetch": {
    "mode": "simple",
    "timeMs": 456,
    "htmlSizeBytes": 139176,
    "supportsMarkdown": false,
    "markdownAgents": {
      "contentNegotiation": false,
      "mdUrl": {
        "found": false,
        "url": null
      },
      "linkTag": {
        "found": false,
        "url": null
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  "markdown": "-   ![AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/wp-content/uploads/2026/09/art_50-ai-brand-visibility-tools-landscape-audit.jpg)\n\n    ## [AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/ai-brand-visibility-tools-landscape-audit/)\n\n    Audit of 79 commercial AI brand visibility platforms reveals widespread disclosure gaps, pricing extremes, and looming market consolidation.\n\n-   Every Tuesday at 6 AM ET\n\n    ## The Tuesday Intelligence Dispatch\n\n    Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews.\n\n    Empirical Latency Audits Verified by Experts\n\n    Strictly no spam. 1-click unsubscribe anytime.\n\n-   ![Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/wp-content/uploads/2026/09/art_49-google-adk-agent-architecture-best-practices.jpg)\n\n    ## [Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/google-adk-agent-architecture-best-practices/)\n\n    Google Agent Development Kit (ADK) guide: structuring multi-agent architectures, few-shot schemas, and deterministic tool boundaries.\n\n-   ![The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/wp-content/uploads/2026/09/art_48-ai-seo-adoption-vs-visibility-tracking-gap.jpg)\n\n    ## [The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/ai-seo-adoption-vs-visibility-tracking-gap/)\n\n    GoodFirms study reveals 43% of brands prioritize AI search in 2026, but only 14% track citation visibility, creating a massive blind spot.\n\n-   ![Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/wp-content/uploads/2026/09/art_47-generative-engine-optimization-geo-framework-2026.jpg)\n\n    ## [Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/generative-engine-optimization-geo-framework-2026/)\n\n    A practical 4-step framework for Generative Engine Optimization, from prompt conversion to high-authority citation building and FAQ schema.\n\n-   ![Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/wp-content/uploads/2026/09/art_46-share-of-model-media-currency-zero-click-1.jpg)\n\n    ## [Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/share-of-model-media-currency-zero-click/)\n\n    As search clicks decline, ‘Share of Model’ emerges as the core media metric measuring brand recommendation rates across AI engines.\n\n-   ![AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/wp-content/uploads/2026/09/art_45-ai-engines-disagree-brand-recommendations-study-1.jpg)\n\n    ## [AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/ai-engines-disagree-brand-recommendations-study/)\n\n    Treyci study reveals a 2x brand visibility gap between AI engines and warns that single-run checks are probabilistic anecdotes.\n\n-   ![OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/wp-content/uploads/2026/09/art_44-openai-astra-cybersecurity-safeguards-1.jpg)\n\n    ## [OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/openai-astra-cybersecurity-safeguards/)\n\n    OpenAI pre-announces Astra with advanced offensive cyber capabilities, restricting early access to vetted red-teamers following industry safety breaches.\n\n-   ![Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/wp-content/uploads/2026/09/art_43-google-gemini-3-8-flash-cyber-variant-1.jpg)\n\n    ## [Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/google-gemini-3-8-flash-cyber-variant/)\n\n    Google DeepMind unveils Gemini 3.8 Flash with sub-150ms token latency alongside a gated Gemini 3.8 Cyber variant for enterprise security teams.\n\n-   ![Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/wp-content/uploads/2026/09/art_42-meta-muse-spark-1-3-personal-agents-1.jpg)\n\n    ## [Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/meta-muse-spark-1-3-personal-agents/)\n\n    Meta launches Muse Spark 1.3, an agentic coding model with a contributor tier that slashes API pricing in exchange for training telemetry.\n\n-   ![Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/wp-content/uploads/2026/09/art_41-nvidia-acquires-hugging-face-12-9-billion-2.jpg)\n\n    ## [Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/nvidia-acquires-hugging-face-12-9-billion/)\n\n    Nvidia acquires open-source model hub Hugging Face for $12.9 billion in cash and equity, cementing hardware-software integration amid antitrust scrutiny.\n\n-   ![Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/wp-content/uploads/2026/09/art_29-ai-content-decay-google-helpful-content-audit.jpg)\n\n    ## [Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/google-gemini-publisher-licensing-deals-folha/)\n\n    Google signed commercial agreements with publishers including Brazilian newspaper Folha de S.Paulo to license real-time news content for Gemini AI products, pursuing…\n\n-   ![CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/wp-content/uploads/2026/09/art_37-ai-copyright-fair-use-commercial-legal-precedents.jpg)\n\n    ## [CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/cnn-sues-perplexity/)\n\n    CNN filed a 54-page copyright complaint alleging Perplexity scraped and reproduced more than 17,000 CNN stories, videos, and images without authorization, marking…\n",
  "fullPageMarkdown": "Useful AI News | Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture                                                             [Skip to content](https://www.usefulainews.com/#wp--skip-link--target)\n\nUseful AI News • Independent AI Benchmarks & Intelligence\n\nTuesday Dispatch • Volume 2026.09\n\n[Useful AI News.](https://www.usefulainews.com/)\n\n[Subscribe](https://www.usefulainews.com/#uai-subscribe-section)\n\n[Get Weekly Dispatch →](https://www.usefulainews.com/#uai-subscribe-section)\n\n# Latest AI Intelligence\n\nIndependent benchmarks, architectural audits, and empirical research.\n\n-   ![AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/wp-content/uploads/2026/09/art_50-ai-brand-visibility-tools-landscape-audit.jpg)\n\n    [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)\n\n    ## [AI Brand Visibility Tool Landscape: Auditing 79 Platforms Across Accuracy, Engine Coverage, and Pricing](https://www.usefulainews.com/ai-brand-visibility-tools-landscape-audit/)\n\n    Audit of 79 commercial AI brand visibility platforms reveals widespread disclosure gaps, pricing extremes, and looming market consolidation.\n\n    September 3, 2026\n\n-   Every Tuesday at 6 AM ET\n\n    ## The Tuesday Intelligence Dispatch\n\n    Empirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews.\n\n    Empirical Latency Audits Verified by Experts\n\n    Get Free Dispatch\n\n    Strictly no spam. 1-click unsubscribe anytime.\n\n    ✓ Added to Dispatch\n\n    ### You’re all set!\n\n    Stay tuned for the upcoming Tuesday Intelligence Dispatch delivered at 6 AM ET.\n\n-   ![Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/wp-content/uploads/2026/09/art_49-google-adk-agent-architecture-best-practices.jpg)\n\n    [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)\n\n    ## [Google ADK Best Practices: Architecting Multi-Agent Systems with Explicit Tool Schemas](https://www.usefulainews.com/google-adk-agent-architecture-best-practices/)\n\n    Google Agent Development Kit (ADK) guide: structuring multi-agent architectures, few-shot schemas, and deterministic tool boundaries.\n\n    September 3, 2026\n\n-   ![The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/wp-content/uploads/2026/09/art_48-ai-seo-adoption-vs-visibility-tracking-gap.jpg)\n\n    [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n\n    ## [The AI SEO Blind Spot: Why 86% of Brands Prioritize Generative Search Without Tracking Citations](https://www.usefulainews.com/ai-seo-adoption-vs-visibility-tracking-gap/)\n\n    GoodFirms study reveals 43% of brands prioritize AI search in 2026, but only 14% track citation visibility, creating a massive blind spot.\n\n    September 3, 2026\n\n-   ![Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/wp-content/uploads/2026/09/art_47-generative-engine-optimization-geo-framework-2026.jpg)\n\n    [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n\n    ## [Generative Engine Optimization (GEO) Framework: 4 Strategic Steps for AI Brand Discovery](https://www.usefulainews.com/generative-engine-optimization-geo-framework-2026/)\n\n    A practical 4-step framework for Generative Engine Optimization, from prompt conversion to high-authority citation building and FAQ schema.\n\n    September 3, 2026\n\n-   ![Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/wp-content/uploads/2026/09/art_46-share-of-model-media-currency-zero-click-1.jpg)\n\n    [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n\n    ## [Share of Model: How Brands Are Transacting on Generative Visibility as Web Clicks Evaporate](https://www.usefulainews.com/share-of-model-media-currency-zero-click/)\n\n    As search clicks decline, ‘Share of Model’ emerges as the core media metric measuring brand recommendation rates across AI engines.\n\n    September 3, 2026\n\n-   ![AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/wp-content/uploads/2026/09/art_45-ai-engines-disagree-brand-recommendations-study-1.jpg)\n\n    [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n\n    ## [AI Search Engines Disagree by 2× on Brand Recommendations: Inside Treyci’s Empirical Study](https://www.usefulainews.com/ai-engines-disagree-brand-recommendations-study/)\n\n    Treyci study reveals a 2x brand visibility gap between AI engines and warns that single-run checks are probabilistic anecdotes.\n\n    September 3, 2026\n\n-   ![OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/wp-content/uploads/2026/09/art_44-openai-astra-cybersecurity-safeguards-1.jpg)\n\n    [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n\n    ## [OpenAI Astra and the Emerging Red-Teaming Standards for Frontier Cyber Models](https://www.usefulainews.com/openai-astra-cybersecurity-safeguards/)\n\n    OpenAI pre-announces Astra with advanced offensive cyber capabilities, restricting early access to vetted red-teamers following industry safety breaches.\n\n    September 3, 2026\n\n-   ![Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/wp-content/uploads/2026/09/art_43-google-gemini-3-8-flash-cyber-variant-1.jpg)\n\n    [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n\n    ## [Google Launches Gemini 3.8 Flash and Restricted Cyber Security Model](https://www.usefulainews.com/google-gemini-3-8-flash-cyber-variant/)\n\n    Google DeepMind unveils Gemini 3.8 Flash with sub-150ms token latency alongside a gated Gemini 3.8 Cyber variant for enterprise security teams.\n\n    September 3, 2026\n\n-   ![Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/wp-content/uploads/2026/09/art_42-meta-muse-spark-1-3-personal-agents-1.jpg)\n\n    [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n\n    ## [Meta Releases Muse Spark 1.3: Autonomous Agent Architecture and Contributor Tier Economics](https://www.usefulainews.com/meta-muse-spark-1-3-personal-agents/)\n\n    Meta launches Muse Spark 1.3, an agentic coding model with a contributor tier that slashes API pricing in exchange for training telemetry.\n\n    September 3, 2026\n\n-   ![Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/wp-content/uploads/2026/09/art_41-nvidia-acquires-hugging-face-12-9-billion-2.jpg)\n\n    [Industry Strategy & Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/)\n\n    ## [Nvidia Acquires Hugging Face for $12.9 Billion: Infrastructure Monopoly or Open-Source Lifeline?](https://www.usefulainews.com/nvidia-acquires-hugging-face-12-9-billion/)\n\n    Nvidia acquires open-source model hub Hugging Face for $12.9 billion in cash and equity, cementing hardware-software integration amid antitrust scrutiny.\n\n    September 3, 2026\n\n-   ![Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/wp-content/uploads/2026/09/art_29-ai-content-decay-google-helpful-content-audit.jpg)\n\n    [AI Transparency & Content Authenticity](https://www.usefulainews.com/topic/ai-transparency-content-authenticity/)\n\n    ## [Google Signs AI Licensing Deals With Publishers Including Folha de S.Paulo for Gemini](https://www.usefulainews.com/google-gemini-publisher-licensing-deals-folha/)\n\n    Google signed commercial agreements with publishers including Brazilian newspaper Folha de S.Paulo to license real-time news content for Gemini AI products, pursuing…\n\n    September 3, 2026\n\n-   ![CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/wp-content/uploads/2026/09/art_37-ai-copyright-fair-use-commercial-legal-precedents.jpg)\n\n    [AI Transparency & Content Authenticity](https://www.usefulainews.com/topic/ai-transparency-content-authenticity/)\n\n    ## [CNN Sues Perplexity Over 17,000+ Copied Stories, Videos, and Images](https://www.usefulainews.com/cnn-sues-perplexity/)\n\n    CNN filed a 54-page copyright complaint alleging Perplexity scraped and reproduced more than 17,000 CNN stories, videos, and images without authorization, marking…\n\n    September 3, 2026\n\n## The Tuesday Intelligence Dispatch\n\nEmpirical model benchmarks, production latency audits, token unit economics, and architectural deep-dives. Zero hype, zero sponsored reviews, and rigorous technical verification.\n\nEvery Tuesday at 6 AM ET ✓ Empirical Latency & Cost Audits ✓ Tested in Real Environments ✓ Verified by Experts\n\nGet Free Dispatch\n\nStrictly no spam. We never share your data. 1-click unsubscribe anytime.\n\n✓ Added to Dispatch\n\n### You’re all set!\n\nStay tuned for the upcoming Tuesday Intelligence Dispatch delivered at 6 AM ET.\n",
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      "titleKey": "rec.move_content_earlier.title",
      "descriptionKey": "rec.move_content_earlier.description",
      "howToKey": "rec.move_content_earlier.howto",
      "howToStepKeys": null,
      "effort": "moderate",
      "estimatedImpact": 5.6,
      "maxImpact": 7.5,
      "evidence": "plausible",
      "checkScore": 25,
      "checkDetails": "Main content starts at 62% of HTML"
    },
    {
      "id": "add_markdown_negotiation",
      "priority": "critical",
      "category": "aiDiscoverability",
      "titleKey": "rec.add_markdown_negotiation.title",
      "descriptionKey": "rec.add_markdown_negotiation.description",
      "howToKey": "rec.add_markdown_negotiation.howto",
      "howToStepKeys": null,
      "effort": "significant",
      "estimatedImpact": 5,
      "maxImpact": 5,
      "evidence": "plausible",
      "checkScore": 0,
      "checkDetails": "No Markdown for Agents support detected"
    },
    {
      "id": "improve_content_ratio",
      "priority": "high",
      "category": "contentEfficiency",
      "titleKey": "rec.improve_content_ratio.title",
      "descriptionKey": "rec.improve_content_ratio.description",
      "howToKey": "rec.improve_content_ratio.howto",
      "howToStepKeys": null,
      "effort": "moderate",
      "estimatedImpact": 3,
      "maxImpact": 3,
      "evidence": "speculative",
      "checkScore": 0,
      "checkDetails": "Content ratio: 2.8% (3926 content chars / 139176 HTML bytes)"
    },
    {
      "id": "add_llms_txt",
      "priority": "high",
      "category": "aiDiscoverability",
      "titleKey": "rec.add_llms_txt.title",
      "descriptionKey": "rec.add_llms_txt.description",
      "howToKey": "rec.add_llms_txt.howto",
      "howToStepKeys": null,
      "effort": "quick-win",
      "estimatedImpact": 2.5,
      "maxImpact": 2.5,
      "evidence": "speculative",
      "checkScore": 0,
      "checkDetails": "No llms.txt found"
    },
    {
      "id": "add_open_graph",
      "priority": "medium",
      "category": "structuredData",
      "titleKey": "rec.add_open_graph.title",
      "descriptionKey": "rec.add_open_graph.description",
      "howToKey": "rec.add_open_graph.howto",
      "howToStepKeys": null,
      "effort": "quick-win",
      "estimatedImpact": 1.3,
      "maxImpact": 4,
      "evidence": "plausible",
      "checkScore": 67,
      "checkDetails": "2/3 OG tags present"
    },
    {
      "id": "remove_inline_styles",
      "priority": "low",
      "category": "contentEfficiency",
      "titleKey": "rec.remove_inline_styles.title",
      "descriptionKey": "rec.remove_inline_styles.description",
      "howToKey": "rec.remove_inline_styles.howto",
      "howToStepKeys": null,
      "effort": "moderate",
      "estimatedImpact": 0.5,
      "maxImpact": 1,
      "evidence": "speculative",
      "checkScore": 50,
      "checkDetails": "21/429 elements with inline styles (4.9%)"
    }
  ],
  "llmsTxtPreview": "# Useful AI News\n\n> Direct, Hype-Free AI Intelligence, Technical Benchmarks &amp; Architecture\n\n## Main\n- [Useful AI News](https://www.usefulainews.com/): Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\n- [About Useful AI News](https://www.usefulainews.com/about/)\n- [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n- [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)\n- [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n- [Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/)\n- [Editorial Standards & Process](https://www.usefulainews.com/editorial-process/)\n- [Sitemap & Directory](https://www.usefulainews.com/sitemap/)\n- [Next Page→](https://www.usefulainews.com/?query-page=2)\n- [RSS 2.0 Feed](https://www.usefulainews.com/feed/)\n\n## Legal\n- [Terms of Service](https://www.usefulainews.com/terms/)\n- [Privacy Policy](https://www.usefulainews.com/privacy/)\n\n## Support\n- [News Tips & Contact](https://www.usefulainews.com/contact/)\n\n",
  "llmsTxtExisting": null,
  "emergingProtocols": {
    "oauthProtectedResource": {
      "exists": true,
      "url": "https://www.usefulainews.com/.well-known/oauth-protected-resource",
      "resource": "https://www.usefulainews.com/wp-json/mcp/mcp-oauth-server",
      "authorizationServers": [
        "https://www.usefulainews.com"
      ],
      "scopesSupported": [
        "mcp"
      ]
    },
    "oauthDiscovery": {
      "exists": true,
      "url": "https://www.usefulainews.com/.well-known/oauth-authorization-server",
      "issuer": "https://www.usefulainews.com",
      "authorizationEndpoint": "https://www.usefulainews.com/oauth/authorize",
      "tokenEndpoint": "https://www.usefulainews.com/oauth/token",
      "grantTypesSupported": [
        "authorization_code",
        "refresh_token"
      ],
      "scopesSupported": [
        "mcp"
      ]
    },
    "mcpServerCard": {
      "exists": false,
      "url": "https://www.usefulainews.com/.well-known/mcp/server-card.json",
      "draft": true
    },
    "a2aAgentCard": {
      "exists": false,
      "url": "https://www.usefulainews.com/.well-known/agent-card.json"
    },
    "apiCatalog": {
      "exists": false,
      "url": "https://www.usefulainews.com/.well-known/api-catalog"
    },
    "agentSkills": {
      "exists": false,
      "url": "https://www.usefulainews.com/.well-known/agent-skills/index.json",
      "draft": true
    },
    "count": 2,
    "total": 6
  },
  "botAccess": {
    "probed": true,
    "bot": "OAI-SearchBot",
    "controlStatus": 200,
    "botStatus": 200,
    "discriminates": false,
    "refusedAsBot": false,
    "edge": "Cloudflare",
    "verifiable": false,
    "detail": "This origin answers OAI-SearchBot exactly as it answers any other client (200). No edge-level filtering of AI crawlers observed."
  },
  "snippets": [
    {
      "id": "add_llms_txt",
      "title": "Create /llms.txt",
      "description": "Upload this file to your web root. It tells AI agents what your site is about and which pages matter.",
      "language": "markdown",
      "code": "# Useful AI News\n\n> Direct, Hype-Free AI Intelligence, Technical Benchmarks &amp; Architecture\n\n## Main\n- [Useful AI News](https://www.usefulainews.com/): Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\n- [About Useful AI News](https://www.usefulainews.com/about/)\n- [Frontier Models](https://www.usefulainews.com/topic/frontier-models/)\n- [AI Tools & Solutions](https://www.usefulainews.com/topic/ai-tools-solutions/)\n- [AI SEO & Search](https://www.usefulainews.com/topic/ai-seo-search/)\n- [Infrastructure](https://www.usefulainews.com/topic/industry-strategy-infrastructure/)\n- [Editorial Standards & Process](https://www.usefulainews.com/editorial-process/)\n- [Sitemap & Directory](https://www.usefulainews.com/sitemap/)\n- [Next Page→](https://www.usefulainews.com/?query-page=2)\n- [RSS 2.0 Feed](https://www.usefulainews.com/feed/)\n\n## Legal\n- [Terms of Service](https://www.usefulainews.com/terms/)\n- [Privacy Policy](https://www.usefulainews.com/privacy/)\n\n## Support\n- [News Tips & Contact](https://www.usefulainews.com/contact/)\n\n",
      "filename": "/llms.txt"
    },
    {
      "id": "add_open_graph",
      "title": "Add missing Open Graph tags",
      "description": "Open Graph tags control how your page looks when shared on social media and how AI platforms preview your URL in answers.",
      "language": "html",
      "code": "<meta property=\"og:image\" content=\"https://yoursite.com/og-image.jpg\">\n<meta property=\"og:url\" content=\"https://www.usefulainews.com/\">\n<meta property=\"og:type\" content=\"website\">",
      "filename": "<head>",
      "stacks": [
        {
          "id": "html",
          "label": "HTML <head>",
          "language": "html",
          "filename": "<head>",
          "code": "<meta property=\"og:image\" content=\"https://yoursite.com/og-image.jpg\">\n<meta property=\"og:url\" content=\"https://www.usefulainews.com/\">\n<meta property=\"og:type\" content=\"website\">"
        },
        {
          "id": "wordpress",
          "label": "WordPress",
          "language": "php",
          "filename": "functions.php",
          "code": "<?php\n// Quick Open Graph tags without a plugin (skip if Yoast / Rank Math is active)\nadd_action('wp_head', function () {\n    if (!is_singular()) return;\n    $post = get_queried_object();\n    $title = get_the_title($post);\n    $desc  = get_the_excerpt($post) ?: wp_trim_words(strip_tags($post->post_content), 30);\n    $image = get_the_post_thumbnail_url($post, 'large') ?: 'https://yoursite.com/og-image.jpg';\n    $url   = get_permalink($post);\n    printf('<meta property=\"og:title\" content=\"%s\">' . \"\\n\", esc_attr($title));\n    printf('<meta property=\"og:description\" content=\"%s\">' . \"\\n\", esc_attr($desc));\n    printf('<meta property=\"og:image\" content=\"%s\">' . \"\\n\", esc_url($image));\n    printf('<meta property=\"og:url\" content=\"%s\">' . \"\\n\", esc_url($url));\n    echo '<meta property=\"og:type\" content=\"article\">' . \"\\n\";\n}, 5);"
        },
        {
          "id": "nextjs",
          "label": "Next.js",
          "language": "typescript",
          "filename": "app/page.tsx",
          "code": "// Next.js App Router — Metadata API\nimport type { Metadata } from 'next';\n\nexport const metadata: Metadata = {\n  title: \"Useful AI News\",\n  description: \"Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\",\n  openGraph: {\n    title: \"Useful AI News\",\n    description: \"Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture\",\n    url: \"https://www.usefulainews.com/\",\n    images: [\"https://yoursite.com/og-image.jpg\"],\n    type: 'website',\n  },\n};"
        }
      ]
    },
    {
      "id": "add_markdown_negotiation",
      "title": "Support Markdown for Agents",
      "description": "Let AI agents request a clean Markdown version of any page via content negotiation, .md alternate URLs, link tags or Link headers.",
      "language": "html",
      "code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">",
      "filename": "<head>",
      "stacks": [
        {
          "id": "html",
          "label": "HTML <head>",
          "language": "html",
          "filename": "<head>",
          "code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
        },
        {
          "id": "express",
          "label": "Express",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Mechanisms 1 + 4: content negotiation + Link header\napp.get('/page', (req, res) => {\n  res.setHeader('Vary', 'Accept');\n  res.setHeader('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n  if ((req.headers.accept || '').includes('text/markdown')) {\n    res.type('text/markdown; charset=utf-8');\n    return res.send(renderMarkdown('page'));\n  }\n  res.render('page');\n});"
        },
        {
          "id": "fastify",
          "label": "Fastify",
          "language": "javascript",
          "filename": "server.js",
          "code": "// Mechanisms 1 + 4: content negotiation + Link header\nfastify.get('/page', async (req, reply) => {\n  reply.header('Vary', 'Accept');\n  reply.header('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n  if ((req.headers.accept || '').includes('text/markdown')) {\n    return reply.type('text/markdown; charset=utf-8').send(renderMarkdown('page'));\n  }\n  return reply.view('/page.ejs');\n});"
        },
        {
          "id": "nextjs",
          "label": "Next.js",
          "language": "typescript",
          "filename": "app/page/route.ts",
          "code": "// Next.js App Router — Route Handler returning Markdown\nimport { NextRequest } from 'next/server';\nimport { renderMarkdown } from '@/lib/md';\nexport async function GET(req: NextRequest) {\n  const accept = req.headers.get('accept') || '';\n  if (accept.includes('text/markdown')) {\n    return new Response(await renderMarkdown('page'), {\n      headers: {\n        'Content-Type': 'text/markdown; charset=utf-8',\n        'Vary': 'Accept',\n      },\n    });\n  }\n  // Fall through to the page component\n  return new Response(null, { status: 404 });\n}"
        },
        {
          "id": "wordpress",
          "label": "WordPress",
          "language": "php",
          "filename": "functions.php",
          "code": "<?php\n// Mechanism 1: respond to Accept: text/markdown on the same URL\nadd_action('template_redirect', function () {\n    if (!is_singular()) return;\n    $accept = $_SERVER['HTTP_ACCEPT'] ?? '';\n    if (strpos($accept, 'text/markdown') === false) return;\n    header('Content-Type: text/markdown; charset=utf-8');\n    header('Vary: Accept');\n    $post = get_queried_object();\n    echo \"# \" . get_the_title($post) . \"\\n\\n\";\n    echo wp_strip_all_tags(apply_filters('the_content', $post->post_content));\n    exit;\n});"
        },
        {
          "id": "static",
          "label": "Hugo / Jekyll / Astro",
          "language": "txt",
          "filename": "static/page.md",
          "code": "# Mechanism 2: serve .md alongside .html\n# Hugo: place page.md in /static/ — built unchanged\n# Jekyll: drop page.md in /assets/ — copied as-is\n# Astro: src/pages/page.md.ts that exports a GET returning markdown\n\n# Then advertise with mechanism 3 in <head>:\n#   <link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
        }
      ]
    }
  ]
}

Используйте наш API для программного получения данных (скоро появится)

Этот JSON предназначен для внутреннего использования — в отличие от файлов Markdown и llms.txt, его не нужно загружать на ваш сайт. Сохраните его как базовый показатель для отслеживания оценки со временем, поделитесь с командой разработчиков или интегрируйте в ваш CI/CD-конвейер.

Поделитесь результатами

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Или попросите ИИ помочь это исправить

Нужно второе мнение?

У Cloudflare тоже есть бесплатный сканер, и он задаёт другой вопрос. Он оценивает то, что ваш сайт публикует для вызова агентами: MCP server cards, Agent Skills, каталоги API, DNS-записи. Мы оцениваем, может ли агент добраться до вашего контента, прочитать и понять его. Сайт может быть хорош в одном и плох в другом, так что ждите двух разных чисел: это ответы на два разных вопроса, и знать стоит оба.

Проверить www.usefulainews.com через Cloudflare

Встройте ваш бейдж

Добавьте этот бейдж на ваш сайт. Он обновляется автоматически при изменении вашей оценки ИИ-готовности.

AgentReady.md score for www.usefulainews.com
Script Рекомендуется
<script src="https://agentready.md/badge.js" data-id="d43c113f-267e-4fc3-bcc9-fcfa92797f3d" data-domain="www.usefulainews.com"></script>
Markdown
[![AgentReady.md score for www.usefulainews.com](https://agentready.md/badge/www.usefulainews.com.svg)](https://agentready.md/ru/r/usefulainews.com)

Скоро: Полный анализ домена

Сканируйте весь домен, генерируйте llms.txt и отслеживайте оценку ИИ-готовности со временем. Присоединяйтесь к списку ожидания.

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