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Проанализированный URL

https://www.kallio.cloud/

Измерено 21 час назад

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Экономия токенов

HTML-токены 7520
Markdown-токены 598
Экономия 92%

Разбивка оценки

Доступность 88/100
Обнаруживаемость ИИ 91/100
Структурированные данные 100/100
Семантический HTML 100/100
Эффективность контента 78/100

Новые протоколы

Обнаружено 0 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
  • OAuth Discovery RFC 8414
    /.well-known/oauth-authorization-server
  • 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 Content ratio: 7.6% (1503 content chars / 19708 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
Markdown-токены: 598
AI Solutions Architect. Builder. Former CTO.

I design AI and cloud systems that hold up in production, EU-sovereign when it matters, and I still write the code.\*

\* Only occasionally these days. Mostly AI writes the code and I review and approve it.

[Get in touch](https://www.kallio.cloud/contact/)[What I'm doing now](https://www.kallio.cloud/now/)

![Portrait of Aleksi Kallio](https://www.kallio.cloud/_astro/headshot.CIXSfSOB_Z1QtI6z.jpg)

## What I do

-   ### AI & agents

    Multi-agent systems, RAG pipelines and AI orchestration, on GCP Vertex AI, Mistral and Azure AI Foundry.

-   ### Cloud architecture

    AWS serverless, CDK, Terraform, event-driven and hexagonal architecture. Built to be boring in production.

-   ### Sovereign when needed

    EU-resident stacks, EU inference and EU vendors, for when data location actually matters.

-   ### Technical leadership

    CTO experience: strategy, team practices, release processes, ISO 27001.

## Featured work

-   [done### AI platform for an ESG SaaS

    Planmark, CTO (2024–2026)

    Architected and led the AI platform of an ESG SaaS as CTO: multi-agent systems, RAG-based reporting and AI orchestration on GCP Vertex AI and Gemini.

    -   GCP
    -   Vertex AI
    -   Gemini
    -   Firebase
    -   TypeScript

    ](https://www.kallio.cloud/work/planmark-ai-platform/)
-   [live### Kassavirta / Codefox Cashflow

    Codefox

    Cash flow visualization for SMBs with integrations to multiple fintech apps. Full EU residency, with AI inference moving to Mistral. A Codefox product.

    -   UpCloud
    -   Supabase
    -   PostgreSQL
    -   React
    -   Mistral

    ](https://www.kallio.cloud/work/kassavirta/)
-   [building### AskForKey

    Codefox

    End-to-end encrypted secret requests: send a single-use link, the other side encrypts in their browser. Runs entirely on bunny.net. A Codefox product.

    -   Bunny Edge Scripts
    -   Bunny Database
    -   Bunny Storage
    -   Bunny DNS
    -   Deno

    ](https://www.kallio.cloud/work/askforkey/)

[All work →](https://www.kallio.cloud/work/)

## Finnish or English, both fine.

[aleksi \[at\] kallio.cloud](mailto:[email protected])
Aleksi Kallio · AI Solutions Architect [Skip to content](https://www.kallio.cloud/#main)

[Aleksi Kallio](https://www.kallio.cloud/)

[](https://www.kallio.cloud/fi/)

****

[](https://www.kallio.cloud/fi/)

# Aleksi Kallio

AI Solutions Architect. Builder. Former CTO.

I design AI and cloud systems that hold up in production, EU-sovereign when it matters, and I still write the code.\*

\* Only occasionally these days. Mostly AI writes the code and I review and approve it.

[Get in touch](https://www.kallio.cloud/contact/)[What I'm doing now](https://www.kallio.cloud/now/)

![Portrait of Aleksi Kallio](https://www.kallio.cloud/_astro/headshot.CIXSfSOB_Z1QtI6z.jpg)

## What I do

-   ### AI & agents

    Multi-agent systems, RAG pipelines and AI orchestration, on GCP Vertex AI, Mistral and Azure AI Foundry.

-   ### Cloud architecture

    AWS serverless, CDK, Terraform, event-driven and hexagonal architecture. Built to be boring in production.

-   ### Sovereign when needed

    EU-resident stacks, EU inference and EU vendors, for when data location actually matters.

-   ### Technical leadership

    CTO experience: strategy, team practices, release processes, ISO 27001.

## Featured work

-   [done### AI platform for an ESG SaaS

    Planmark, CTO (2024–2026)

    Architected and led the AI platform of an ESG SaaS as CTO: multi-agent systems, RAG-based reporting and AI orchestration on GCP Vertex AI and Gemini.

    -   GCP
    -   Vertex AI
    -   Gemini
    -   Firebase
    -   TypeScript

    ](https://www.kallio.cloud/work/planmark-ai-platform/)
-   [live### Kassavirta / Codefox Cashflow

    Codefox

    Cash flow visualization for SMBs with integrations to multiple fintech apps. Full EU residency, with AI inference moving to Mistral. A Codefox product.

    -   UpCloud
    -   Supabase
    -   PostgreSQL
    -   React
    -   Mistral

    ](https://www.kallio.cloud/work/kassavirta/)
-   [building### AskForKey

    Codefox

    End-to-end encrypted secret requests: send a single-use link, the other side encrypts in their browser. Runs entirely on bunny.net. A Codefox product.

    -   Bunny Edge Scripts
    -   Bunny Database
    -   Bunny Storage
    -   Bunny DNS
    -   Deno

    ](https://www.kallio.cloud/work/askforkey/)

[All work →](https://www.kallio.cloud/work/)

## Finnish or English, both fine.

[aleksi \[at\] kallio.cloud](mailto:[email protected])

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.

Наша рекомендация

Скачать llms.txt
# Aleksi Kallio

> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.

## Main
- [Aleksi Kallio · AI Solutions Architect](https://www.kallio.cloud/): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in product…
- [About](https://www.kallio.cloud/about/)
- [Projects](https://www.kallio.cloud/work/)
- [Experience](https://www.kallio.cloud/experience/)
- [Homelab](https://www.kallio.cloud/homelab/)
- [Now](https://www.kallio.cloud/now/)

## Support
- [Contact](https://www.kallio.cloud/contact/)

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

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

На этом сайте уже есть файл llms.txt.

Корректный формат
# Aleksi Kallio

> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.

Personal site of Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Every page is also available as markdown: send `Accept: text/markdown`, or request the `index.md` next to it. Finnish and English are both first-class.

## English

- [Home](https://www.kallio.cloud/index.md): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.
- [Projects](https://www.kallio.cloud/work/index.md): Selected projects by Aleksi Kallio: AI platforms, serverless and cloud back ends, platform modernization, consulting and the Codefox SaaS products he builds.
- [Experience](https://www.kallio.cloud/experience/index.md): Career timeline of Aleksi Kallio: AI Solutions Architect, CTO, senior cloud developer and founder, with education, from Tietosuunta to Brillian over 19 years.
- [Homelab](https://www.kallio.cloud/homelab/index.md): Homelab and hardware projects by Aleksi Kallio: Proxmox and TrueNAS, Home Assistant automations, Zigbee devices, ESP32 builds and various e-ink experiments.
- [Now](https://www.kallio.cloud/now/index.md): What Aleksi Kallio is doing right now: the new role at Brillian, Codefox products, Databricks certification prep, AI agents for admin, and homelab projects.
- [About](https://www.kallio.cloud/about/index.md): Aleksi Kallio: 19 years in IT, from developer intern to CTO. AI Solutions Architect at Brillian, founder of Codefox, based in Muurame, Central Finland.
- [Contact](https://www.kallio.cloud/contact/index.md): Contact Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Email is the most widespread way. Finnish or English, both fine. Codefox: codefox.fi.

### Projects

- [AI platform for an ESG SaaS](https://www.kallio.cloud/work/planmark-ai-platform/index.md)
- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/work/kassavirta/index.md)
- [AskForKey](https://www.kallio.cloud/work/askforkey/index.md)
- [Codefox ADR](https://www.kallio.cloud/work/codefox-adr/index.md)
- [Cloud software, architecture and agile coaching](https://www.kallio.cloud/work/cloud-consulting/index.md)
- [Platform modernization](https://www.kallio.cloud/work/flashnode-modernization/index.md)
- [Route-Tracker](https://www.kallio.cloud/work/route-tracker/index.md)

## Suomeksi

- [Etusivu](https://www.kallio.cloud/fi/index.md): AI Solutions Architect, 19 vuotta IT-alalla. Suunnittelen tuotannossa kestäviä tekoäly- ja pilvijärjestelmiä. Koodin kirjoittaa pääosin tekoäly, minä hyväksyn.
- [Projektit](https://www.kallio.cloud/fi/work/index.md): Aleksi Kallion projekteja: tekoälyalustoja, serverless- ja pilvitaustajärjestelmiä, alustojen modernisointia, konsultointia sekä Codefoxin SaaS-tuotteet.
- [Kokemus](https://www.kallio.cloud/fi/experience/index.md): Aleksi Kallion ura: AI Solutions Architect, CTO, Senior Cloud Developer ja Founder sekä koulutus kronologisesti. Tietosuunnasta Brillianille 19 vuoden aikana.
- [Homelab](https://www.kallio.cloud/fi/homelab/index.md): Aleksi Kallion homelab- ja laiteprojekteja: Proxmox ja TrueNAS, Home Assistant -automaatiot, Zigbee, ESP32-rakennelmia ja e-ink-kokeiluja Muuramen kodista.
- [Nyt](https://www.kallio.cloud/fi/now/index.md): Mitä Aleksi Kallio tekee nyt: uusi rooli Brillianilla, Codefoxin tuotteet, Databricks-sertifikaatti, tekoälyagentit hallinnon töihin ja homelab-projektit.
- [Minusta](https://www.kallio.cloud/fi/about/index.md): Aleksi Kallio: 19 vuotta IT-alalla kehittäjäharjoittelijasta CTO:ksi. AI Solutions Architect Brillianilla ja Codefoxin perustaja Muuramesta Keski-Suomesta.
- [Yhteystiedot](https://www.kallio.cloud/fi/contact/index.md): Ota yhteyttä Aleksi Kallioon, AI Solutions Architectiin Muurameelta. Sähköposti on yleisin tapa. Suomeksi tai englanniksi, kumpi vain käy. Codefox: codefox.fi.

### Projektit

- [Tekoälyalusta ESG-SaaS:lle](https://www.kallio.cloud/fi/work/planmark-ai-platform/index.md)
- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/fi/work/kassavirta/index.md)
- [AskForKey](https://www.kallio.cloud/fi/work/askforkey/index.md)
- [Codefox ADR](https://www.kallio.cloud/fi/work/codefox-adr/index.md)
- [Pilviohjelmisto, arkkitehtuuri ja Agile-valmennus](https://www.kallio.cloud/fi/work/cloud-consulting/index.md)
- [Alustan modernisointi](https://www.kallio.cloud/fi/work/flashnode-modernization/index.md)
- [Route-Tracker](https://www.kallio.cloud/fi/work/route-tracker/index.md)

## Optional

- [Sitemap](https://www.kallio.cloud/sitemap-index.xml)
- [Agent catalog (ARD)](https://www.kallio.cloud/.well-known/ai-catalog.json)

Доступность

Контент доступен без JavaScript (100/100)

Content available without JavaScript

Контент расположен рано в HTML (50/100)

Main content starts at 49% of HTML

Приемлемый размер страницы (100/100)

Page size: 19KB

Обнаруживаемость ИИ

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

All major AI search bots allowed

Поддержка Markdown for Agents (75/100) Application
✗ Accept: text/markdown ✓ .md URL ✓ <link> tag ✓ Link header

Обнаружимо, но без согласования: агент, читающий ваш HTML, найдёт версию .md; тот, кто запрашивает страницу напрямую, по-прежнему получит HTML. Ответ на Accept: text/markdown закрывает оба случая.

Имеет sitemap.xml (100/100)

Sitemap found

Имеет файл robots.txt (100/100)

robots.txt exists

Имеет файл llms.txt (100/100)

llms.txt exists and is valid

Есть Content-Signal (robots.txt или HTTP-заголовки) (60/100)
✓ robots.txt ✗ HTTP header ✗ Policy

Структурированные данные

Имеет Schema.org / JSON-LD (100/100)

JSON-LD found: Person, WebSite

Имеет теги Open Graph (100/100)

All OG tags present

Имеет мета-описание (100/100)

Meta description: 157 chars

Имеет канонический URL (100/100)

Canonical URL present

Имеет атрибут lang (100/100)

lang="en"

Семантический HTML

Правильная иерархия заголовков (100/100)

Clean heading hierarchy

Использует элемент article или main (100/100)

Has <main>

Использует семантические HTML-элементы (100/100)

7 semantic elements, 12 divs (ratio: 37%)

Осмысленные альтернативные тексты изображений (100/100)

1/1 images with meaningful alt text

Небольшая глубина вложенности div (100/100)

Avg div depth: 1.0, max: 3

Эффективность контента

Хороший коэффициент сокращения токенов (100/100)

92% token reduction (HTML→Markdown)

Хорошее соотношение контента к шуму (25/100)

Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)

Приемлемый вес страницы (100/100)

HTML size: 19KB

Минимум inline-стилей (100/100)

0/200 elements with inline styles (0.0%)

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  "timestamp": 1792338571271,
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  "markdown": "AI Solutions Architect. Builder. Former CTO.\n\nI design AI and cloud systems that hold up in production, EU-sovereign when it matters, and I still write the code.\\*\n\n\\* Only occasionally these days. Mostly AI writes the code and I review and approve it.\n\n[Get in touch](https://www.kallio.cloud/contact/)[What I'm doing now](https://www.kallio.cloud/now/)\n\n![Portrait of Aleksi Kallio](https://www.kallio.cloud/_astro/headshot.CIXSfSOB_Z1QtI6z.jpg)\n\n## What I do\n\n-   ### AI & agents\n\n    Multi-agent systems, RAG pipelines and AI orchestration, on GCP Vertex AI, Mistral and Azure AI Foundry.\n\n-   ### Cloud architecture\n\n    AWS serverless, CDK, Terraform, event-driven and hexagonal architecture. Built to be boring in production.\n\n-   ### Sovereign when needed\n\n    EU-resident stacks, EU inference and EU vendors, for when data location actually matters.\n\n-   ### Technical leadership\n\n    CTO experience: strategy, team practices, release processes, ISO 27001.\n\n## Featured work\n\n-   [done### AI platform for an ESG SaaS\n\n    Planmark, CTO (2024–2026)\n\n    Architected and led the AI platform of an ESG SaaS as CTO: multi-agent systems, RAG-based reporting and AI orchestration on GCP Vertex AI and Gemini.\n\n    -   GCP\n    -   Vertex AI\n    -   Gemini\n    -   Firebase\n    -   TypeScript\n\n    ](https://www.kallio.cloud/work/planmark-ai-platform/)\n-   [live### Kassavirta / Codefox Cashflow\n\n    Codefox\n\n    Cash flow visualization for SMBs with integrations to multiple fintech apps. Full EU residency, with AI inference moving to Mistral. A Codefox product.\n\n    -   UpCloud\n    -   Supabase\n    -   PostgreSQL\n    -   React\n    -   Mistral\n\n    ](https://www.kallio.cloud/work/kassavirta/)\n-   [building### AskForKey\n\n    Codefox\n\n    End-to-end encrypted secret requests: send a single-use link, the other side encrypts in their browser. Runs entirely on bunny.net. A Codefox product.\n\n    -   Bunny Edge Scripts\n    -   Bunny Database\n    -   Bunny Storage\n    -   Bunny DNS\n    -   Deno\n\n    ](https://www.kallio.cloud/work/askforkey/)\n\n[All work →](https://www.kallio.cloud/work/)\n\n## Finnish or English, both fine.\n\n[aleksi \\[at\\] kallio.cloud](mailto:[email protected])\n",
  "fullPageMarkdown": "Aleksi Kallio · AI Solutions Architect [Skip to content](https://www.kallio.cloud/#main)\n\n[Aleksi Kallio](https://www.kallio.cloud/)\n\n[](https://www.kallio.cloud/fi/)\n\n****\n\n[](https://www.kallio.cloud/fi/)\n\n# Aleksi Kallio\n\nAI Solutions Architect. Builder. Former CTO.\n\nI design AI and cloud systems that hold up in production, EU-sovereign when it matters, and I still write the code.\\*\n\n\\* Only occasionally these days. Mostly AI writes the code and I review and approve it.\n\n[Get in touch](https://www.kallio.cloud/contact/)[What I'm doing now](https://www.kallio.cloud/now/)\n\n![Portrait of Aleksi Kallio](https://www.kallio.cloud/_astro/headshot.CIXSfSOB_Z1QtI6z.jpg)\n\n## What I do\n\n-   ### AI & agents\n\n    Multi-agent systems, RAG pipelines and AI orchestration, on GCP Vertex AI, Mistral and Azure AI Foundry.\n\n-   ### Cloud architecture\n\n    AWS serverless, CDK, Terraform, event-driven and hexagonal architecture. Built to be boring in production.\n\n-   ### Sovereign when needed\n\n    EU-resident stacks, EU inference and EU vendors, for when data location actually matters.\n\n-   ### Technical leadership\n\n    CTO experience: strategy, team practices, release processes, ISO 27001.\n\n## Featured work\n\n-   [done### AI platform for an ESG SaaS\n\n    Planmark, CTO (2024–2026)\n\n    Architected and led the AI platform of an ESG SaaS as CTO: multi-agent systems, RAG-based reporting and AI orchestration on GCP Vertex AI and Gemini.\n\n    -   GCP\n    -   Vertex AI\n    -   Gemini\n    -   Firebase\n    -   TypeScript\n\n    ](https://www.kallio.cloud/work/planmark-ai-platform/)\n-   [live### Kassavirta / Codefox Cashflow\n\n    Codefox\n\n    Cash flow visualization for SMBs with integrations to multiple fintech apps. Full EU residency, with AI inference moving to Mistral. A Codefox product.\n\n    -   UpCloud\n    -   Supabase\n    -   PostgreSQL\n    -   React\n    -   Mistral\n\n    ](https://www.kallio.cloud/work/kassavirta/)\n-   [building### AskForKey\n\n    Codefox\n\n    End-to-end encrypted secret requests: send a single-use link, the other side encrypts in their browser. Runs entirely on bunny.net. A Codefox product.\n\n    -   Bunny Edge Scripts\n    -   Bunny Database\n    -   Bunny Storage\n    -   Bunny DNS\n    -   Deno\n\n    ](https://www.kallio.cloud/work/askforkey/)\n\n[All work →](https://www.kallio.cloud/work/)\n\n## Finnish or English, both fine.\n\n[aleksi \\[at\\] kallio.cloud](mailto:[email protected])\n",
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    "codeBlocks": 0,
    "headings": 10
  },
  "tokens": {
    "htmlTokens": 7520,
    "markdownTokens": 598,
    "reduction": 6922,
    "reductionPercent": 92
  },
  "score": {
    "score": 92,
    "grade": "A",
    "rubricVersion": 3,
    "dimensions": {
      "accessibility": {
        "score": 88,
        "weight": 30,
        "grade": "B",
        "checks": {
          "content_without_js": {
            "score": 100,
            "weight": 55,
            "evidence": "proven",
            "details": "Content available without JavaScript"
          },
          "fast_content_position": {
            "score": 50,
            "weight": 25,
            "evidence": "plausible",
            "details": "Main content starts at 49% of HTML"
          },
          "reasonable_page_size": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "Page size: 19KB"
          }
        }
      },
      "aiDiscoverability": {
        "score": 91,
        "weight": 25,
        "grade": "A",
        "checks": {
          "robots_allows_ai_bots": {
            "score": 100,
            "weight": 35,
            "evidence": "proven",
            "details": "All major AI search bots allowed"
          },
          "supports_markdown_negotiation": {
            "score": 75,
            "weight": 20,
            "evidence": "plausible",
            "details": "Application level — .md URL (https://www.kallio.cloud/index.md, served as application/octet-stream, should be text/markdown), <link> tag, Link header",
            "mechanisms": {
              "negotiation": false,
              "mdUrl": true,
              "linkTag": true,
              "linkHeader": true
            }
          },
          "has_sitemap": {
            "score": 100,
            "weight": 15,
            "evidence": "plausible",
            "details": "Sitemap found"
          },
          "has_robots_txt": {
            "score": 100,
            "weight": 10,
            "evidence": "plausible",
            "details": "robots.txt exists"
          },
          "has_llms_txt": {
            "score": 100,
            "weight": 10,
            "evidence": "speculative",
            "details": "llms.txt exists and is valid"
          },
          "has_content_signals": {
            "score": 60,
            "weight": 10,
            "evidence": "speculative",
            "details": "robots.txt: search=yes, ai-input=yes, ai-train=no",
            "mechanisms": {
              "robotsTxt": true,
              "httpHeader": false,
              "policy": false
            }
          }
        }
      },
      "structuredData": {
        "score": 100,
        "weight": 20,
        "grade": "A",
        "checks": {
          "has_schema_org": {
            "score": 100,
            "weight": 35,
            "evidence": "proven",
            "details": "JSON-LD found: Person, WebSite"
          },
          "has_open_graph": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "All OG tags present"
          },
          "has_meta_description": {
            "score": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "Meta description: 157 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\""
          }
        }
      },
      "semanticHtml": {
        "score": 100,
        "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": 100,
            "weight": 20,
            "evidence": "plausible",
            "details": "7 semantic elements, 12 divs (ratio: 37%)"
          },
          "meaningful_alt_texts": {
            "score": 100,
            "weight": 15,
            "evidence": "plausible",
            "details": "1/1 images with meaningful alt text"
          },
          "low_div_nesting": {
            "score": 100,
            "weight": 10,
            "evidence": "speculative",
            "details": "Avg div depth: 1.0, max: 3"
          }
        }
      },
      "contentEfficiency": {
        "score": 78,
        "weight": 10,
        "grade": "B",
        "checks": {
          "token_reduction_ratio": {
            "score": 100,
            "weight": 40,
            "evidence": "speculative",
            "details": "92% token reduction (HTML→Markdown)"
          },
          "content_to_noise_ratio": {
            "score": 25,
            "weight": 30,
            "evidence": "speculative",
            "details": "Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)"
          },
          "reasonable_page_weight": {
            "score": 100,
            "weight": 20,
            "evidence": "speculative",
            "details": "HTML size: 19KB"
          },
          "minimal_inline_styles": {
            "score": 100,
            "weight": 10,
            "evidence": "speculative",
            "details": "0/200 elements with inline styles (0.0%)"
          }
        }
      }
    }
  },
  "recommendations": [
    {
      "id": "improve_content_ratio",
      "priority": "medium",
      "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": 2.3,
      "maxImpact": 3,
      "evidence": "speculative",
      "checkScore": 25,
      "checkDetails": "Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)"
    }
  ],
  "llmsTxtPreview": "# Aleksi Kallio\n\n> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.\n\n## Main\n- [Aleksi Kallio · AI Solutions Architect](https://www.kallio.cloud/): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in product…\n- [About](https://www.kallio.cloud/about/)\n- [Projects](https://www.kallio.cloud/work/)\n- [Experience](https://www.kallio.cloud/experience/)\n- [Homelab](https://www.kallio.cloud/homelab/)\n- [Now](https://www.kallio.cloud/now/)\n\n## Support\n- [Contact](https://www.kallio.cloud/contact/)\n\n",
  "llmsTxtExisting": "# Aleksi Kallio\n\n> AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.\n\nPersonal site of Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Every page is also available as markdown: send `Accept: text/markdown`, or request the `index.md` next to it. Finnish and English are both first-class.\n\n## English\n\n- [Home](https://www.kallio.cloud/index.md): AI Solutions Architect with 19 years in IT, from developer to CTO. Designs AI and cloud systems that hold up in production, with AI writing most of the code.\n- [Projects](https://www.kallio.cloud/work/index.md): Selected projects by Aleksi Kallio: AI platforms, serverless and cloud back ends, platform modernization, consulting and the Codefox SaaS products he builds.\n- [Experience](https://www.kallio.cloud/experience/index.md): Career timeline of Aleksi Kallio: AI Solutions Architect, CTO, senior cloud developer and founder, with education, from Tietosuunta to Brillian over 19 years.\n- [Homelab](https://www.kallio.cloud/homelab/index.md): Homelab and hardware projects by Aleksi Kallio: Proxmox and TrueNAS, Home Assistant automations, Zigbee devices, ESP32 builds and various e-ink experiments.\n- [Now](https://www.kallio.cloud/now/index.md): What Aleksi Kallio is doing right now: the new role at Brillian, Codefox products, Databricks certification prep, AI agents for admin, and homelab projects.\n- [About](https://www.kallio.cloud/about/index.md): Aleksi Kallio: 19 years in IT, from developer intern to CTO. AI Solutions Architect at Brillian, founder of Codefox, based in Muurame, Central Finland.\n- [Contact](https://www.kallio.cloud/contact/index.md): Contact Aleksi Kallio, AI Solutions Architect based in Muurame, Finland. Email is the most widespread way. Finnish or English, both fine. Codefox: codefox.fi.\n\n### Projects\n\n- [AI platform for an ESG SaaS](https://www.kallio.cloud/work/planmark-ai-platform/index.md)\n- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/work/kassavirta/index.md)\n- [AskForKey](https://www.kallio.cloud/work/askforkey/index.md)\n- [Codefox ADR](https://www.kallio.cloud/work/codefox-adr/index.md)\n- [Cloud software, architecture and agile coaching](https://www.kallio.cloud/work/cloud-consulting/index.md)\n- [Platform modernization](https://www.kallio.cloud/work/flashnode-modernization/index.md)\n- [Route-Tracker](https://www.kallio.cloud/work/route-tracker/index.md)\n\n## Suomeksi\n\n- [Etusivu](https://www.kallio.cloud/fi/index.md): AI Solutions Architect, 19 vuotta IT-alalla. Suunnittelen tuotannossa kestäviä tekoäly- ja pilvijärjestelmiä. Koodin kirjoittaa pääosin tekoäly, minä hyväksyn.\n- [Projektit](https://www.kallio.cloud/fi/work/index.md): Aleksi Kallion projekteja: tekoälyalustoja, serverless- ja pilvitaustajärjestelmiä, alustojen modernisointia, konsultointia sekä Codefoxin SaaS-tuotteet.\n- [Kokemus](https://www.kallio.cloud/fi/experience/index.md): Aleksi Kallion ura: AI Solutions Architect, CTO, Senior Cloud Developer ja Founder sekä koulutus kronologisesti. Tietosuunnasta Brillianille 19 vuoden aikana.\n- [Homelab](https://www.kallio.cloud/fi/homelab/index.md): Aleksi Kallion homelab- ja laiteprojekteja: Proxmox ja TrueNAS, Home Assistant -automaatiot, Zigbee, ESP32-rakennelmia ja e-ink-kokeiluja Muuramen kodista.\n- [Nyt](https://www.kallio.cloud/fi/now/index.md): Mitä Aleksi Kallio tekee nyt: uusi rooli Brillianilla, Codefoxin tuotteet, Databricks-sertifikaatti, tekoälyagentit hallinnon töihin ja homelab-projektit.\n- [Minusta](https://www.kallio.cloud/fi/about/index.md): Aleksi Kallio: 19 vuotta IT-alalla kehittäjäharjoittelijasta CTO:ksi. AI Solutions Architect Brillianilla ja Codefoxin perustaja Muuramesta Keski-Suomesta.\n- [Yhteystiedot](https://www.kallio.cloud/fi/contact/index.md): Ota yhteyttä Aleksi Kallioon, AI Solutions Architectiin Muurameelta. Sähköposti on yleisin tapa. Suomeksi tai englanniksi, kumpi vain käy. Codefox: codefox.fi.\n\n### Projektit\n\n- [Tekoälyalusta ESG-SaaS:lle](https://www.kallio.cloud/fi/work/planmark-ai-platform/index.md)\n- [Kassavirta / Codefox Cashflow](https://www.kallio.cloud/fi/work/kassavirta/index.md)\n- [AskForKey](https://www.kallio.cloud/fi/work/askforkey/index.md)\n- [Codefox ADR](https://www.kallio.cloud/fi/work/codefox-adr/index.md)\n- [Pilviohjelmisto, arkkitehtuuri ja Agile-valmennus](https://www.kallio.cloud/fi/work/cloud-consulting/index.md)\n- [Alustan modernisointi](https://www.kallio.cloud/fi/work/flashnode-modernization/index.md)\n- [Route-Tracker](https://www.kallio.cloud/fi/work/route-tracker/index.md)\n\n## Optional\n\n- [Sitemap](https://www.kallio.cloud/sitemap-index.xml)\n- [Agent catalog (ARD)](https://www.kallio.cloud/.well-known/ai-catalog.json)",
  "emergingProtocols": {
    "oauthProtectedResource": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/oauth-protected-resource"
    },
    "oauthDiscovery": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/oauth-authorization-server"
    },
    "mcpServerCard": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/mcp/server-card.json",
      "draft": true
    },
    "a2aAgentCard": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/agent-card.json"
    },
    "apiCatalog": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/api-catalog"
    },
    "agentSkills": {
      "exists": false,
      "url": "https://www.kallio.cloud/.well-known/agent-skills/index.json",
      "draft": true
    },
    "count": 0,
    "total": 6
  },
  "botAccess": {
    "probed": true,
    "bot": "OAI-SearchBot",
    "controlStatus": 200,
    "botStatus": 200,
    "discriminates": false,
    "refusedAsBot": false,
    "edge": null,
    "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": []
}

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.

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AgentReady.md score for www.kallio.cloud
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