Проанализированный URL
https://www.usefulainews.com/
Измерено 17 часов назад
Оценка AI-Ready
Хорошо
из 100
Экономия токенов
Разбивка оценки
Новые протоколы
Обнаружено 2 из 6Well-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.
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.
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.
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.
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.
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.
- 
## [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/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/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/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/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/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/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/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/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/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/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/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 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.
- 
[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
- 
[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
- 
[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
- 
[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 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
- 
[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
- 
[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
- 
[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
- 
[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
- 
[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
- 
[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
# Useful AI News > Direct, Hype-Free AI Intelligence, Technical Benchmarks & 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
Content available without JavaScript
Main content starts at 62% of HTML
Page size: 136KB
Обнаруживаемость ИИ
All major AI search bots allowed
Sitemap found
robots.txt exists
No llms.txt found
Структурированные данные
JSON-LD found: CollectionPage, BreadcrumbList, WebSite, Organization
2/3 OG tags present
Meta description: 70 chars
Canonical URL present
lang="en-US"
Семантический HTML
Clean heading hierarchy
Has <main>
33 semantic elements, 87 divs (ratio: 28%)
12/12 images with meaningful alt text
Avg div depth: 2.4, max: 4
Эффективность контента
96% token reduction (HTML→Markdown)
Content ratio: 2.8% (3926 content chars / 139176 HTML bytes)
HTML size: 136KB
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
},
"linkHeader": {
"found": false,
"url": null
},
"responseHeaders": {
"contentSignal": null,
"xMarkdownTokens": null,
"vary": null
},
"frontmatter": {
"present": false,
"fields": [],
"level": "none"
},
"level": "none"
},
"statusCode": 200
},
"extraction": {
"title": "Useful AI News",
"excerpt": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"byline": null,
"siteName": "Useful AI News",
"lang": "en-US",
"contentLength": 3926,
"metadata": {
"description": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"ogTitle": "Useful AI News",
"ogDescription": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"ogImage": null,
"ogType": "website",
"canonical": "https://www.usefulainews.com/",
"lang": "en-US",
"schemas": [
{
"@type": "CollectionPage",
"@id": "https://www.usefulainews.com/",
"url": "https://www.usefulainews.com/",
"name": "Useful AI News | Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"isPartOf": {
"@id": "https://www.usefulainews.com/#website"
},
"about": {
"@id": "https://www.usefulainews.com/#organization"
},
"description": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"breadcrumb": {
"@id": "https://www.usefulainews.com/#breadcrumb"
},
"inLanguage": "en-US"
},
{
"@type": "BreadcrumbList",
"@id": "https://www.usefulainews.com/#breadcrumb",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home"
}
]
},
{
"@type": "WebSite",
"@id": "https://www.usefulainews.com/#website",
"url": "https://www.usefulainews.com/",
"name": "Useful AI News",
"description": "Direct, Hype-Free AI Intelligence, Technical Benchmarks & Architecture",
"publisher": {
"@id": "https://www.usefulainews.com/#organization"
},
"potentialAction": [
{
"@type": "SearchAction",
"target": {
"@type": "EntryPoint",
"urlTemplate": "https://www.usefulainews.com/?s={search_term_string}"
},
"query-input": {
"@type": "PropertyValueSpecification",
"valueRequired": true,
"valueName": "search_term_string"
}
}
],
"inLanguage": "en-US"
},
{
"@type": "Organization",
"@id": "https://www.usefulainews.com/#organization",
"name": "Useful AI News",
"url": "https://www.usefulainews.com/",
"logo": {
"@type": "ImageObject",
"inLanguage": "en-US",
"@id": "https://www.usefulainews.com/#/schema/logo/image/",
"url": "https://www.usefulainews.com/wp-content/uploads/2026/09/useful-ai-news.png",
"contentUrl": "https://www.usefulainews.com/wp-content/uploads/2026/09/useful-ai-news.png",
"width": 512,
"height": 512,
"caption": "AI News"
},
"image": {
"@id": "https://www.usefulainews.com/#/schema/logo/image/"
},
"alternateName": "UsefulAINews"
}
],
"robotsMeta": "index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1",
"author": null,
"generator": "WP Rocket 3.23.3.3",
"markdownAlternateHref": null
}
},
"markdown": "- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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- \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",
"markdownStats": {
"images": 24,
"links": 24,
"tables": 0,
"codeBlocks": 0,
"headings": 13
},
"tokens": {
"htmlTokens": 38714,
"markdownTokens": 1612,
"reduction": 37102,
"reductionPercent": 96
},
"score": {
"score": 81,
"grade": "B",
"rubricVersion": 3,
"dimensions": {
"accessibility": {
"score": 81,
"weight": 30,
"grade": "B",
"checks": {
"content_without_js": {
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"weight": 55,
"evidence": "proven",
"details": "Content available without JavaScript"
},
"fast_content_position": {
"score": 25,
"weight": 25,
"evidence": "plausible",
"details": "Main content starts at 62% of HTML"
},
"reasonable_page_size": {
"score": 100,
"weight": 20,
"evidence": "plausible",
"details": "Page size: 136KB"
}
}
},
"aiDiscoverability": {
"score": 68,
"weight": 25,
"grade": "C",
"checks": {
"robots_allows_ai_bots": {
"score": 100,
"weight": 35,
"evidence": "proven",
"details": "All major AI search bots allowed"
},
"supports_markdown_negotiation": {
"score": 0,
"weight": 20,
"evidence": "plausible",
"details": "No Markdown for Agents support detected"
},
"has_sitemap": {
"score": 100,
"weight": 15,
"evidence": "plausible",
"details": "Sitemap found"
},
"has_robots_txt": {
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"weight": 10,
"evidence": "plausible",
"details": "robots.txt exists"
},
"has_llms_txt": {
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"weight": 10,
"evidence": "speculative",
"details": "No llms.txt found"
},
"has_content_signals": {
"score": 80,
"weight": 10,
"evidence": "speculative",
"details": "robots.txt: search=yes, ai-input=yes, ai-train=yes | Policy included",
"mechanisms": {
"robotsTxt": true,
"httpHeader": false,
"policy": true
}
}
}
},
"structuredData": {
"score": 93,
"weight": 20,
"grade": "A",
"checks": {
"has_schema_org": {
"score": 100,
"weight": 35,
"evidence": "proven",
"details": "JSON-LD found: CollectionPage, BreadcrumbList, WebSite, Organization"
},
"has_open_graph": {
"score": 67,
"weight": 20,
"evidence": "plausible",
"details": "2/3 OG tags present"
},
"has_meta_description": {
"score": 100,
"weight": 20,
"evidence": "plausible",
"details": "Meta description: 70 chars"
},
"has_canonical_url": {
"score": 100,
"weight": 15,
"evidence": "plausible",
"details": "Canonical URL present"
},
"has_lang_attribute": {
"score": 100,
"weight": 10,
"evidence": "plausible",
"details": "lang=\"en-US\""
}
}
},
"semanticHtml": {
"score": 98,
"weight": 15,
"grade": "A",
"checks": {
"proper_heading_hierarchy": {
"score": 100,
"weight": 30,
"evidence": "plausible",
"details": "Clean heading hierarchy"
},
"uses_article_or_main": {
"score": 100,
"weight": 25,
"evidence": "plausible",
"details": "Has <main>"
},
"semantic_elements": {
"score": 92,
"weight": 20,
"evidence": "plausible",
"details": "33 semantic elements, 87 divs (ratio: 28%)"
},
"meaningful_alt_texts": {
"score": 100,
"weight": 15,
"evidence": "plausible",
"details": "12/12 images with meaningful alt text"
},
"low_div_nesting": {
"score": 100,
"weight": 10,
"evidence": "speculative",
"details": "Avg div depth: 2.4, max: 4"
}
}
},
"contentEfficiency": {
"score": 61,
"weight": 10,
"grade": "C",
"checks": {
"token_reduction_ratio": {
"score": 100,
"weight": 40,
"evidence": "speculative",
"details": "96% token reduction (HTML→Markdown)"
},
"content_to_noise_ratio": {
"score": 0,
"weight": 30,
"evidence": "speculative",
"details": "Content ratio: 2.8% (3926 content chars / 139176 HTML bytes)"
},
"reasonable_page_weight": {
"score": 80,
"weight": 20,
"evidence": "speculative",
"details": "HTML size: 136KB"
},
"minimal_inline_styles": {
"score": 50,
"weight": 10,
"evidence": "speculative",
"details": "21/429 elements with inline styles (4.9%)"
}
}
}
}
},
"recommendations": [
{
"id": "move_content_earlier",
"priority": "critical",
"category": "accessibility",
"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 & 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 & 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
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 CloudflareВстройте ваш бейдж
Добавьте этот бейдж на ваш сайт. Он обновляется автоматически при изменении вашей оценки ИИ-готовности.
<script src="https://agentready.md/badge.js" data-id="d43c113f-267e-4fc3-bcc9-fcfa92797f3d" data-domain="www.usefulainews.com"></script>
[](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.
Вы в списке! Мы уведомим вас о запуске.