已验证的 AgentReady.md 证书
签发于 sig: 273c91a6d1753d9a 验证 →

已分析URL

https://www.kallio.cloud/

测量于21小时前

分析另一个URL

AI-Ready评分

优秀

/ 100

Token节省量

HTML Token 7520
Markdown Token 598
节省 92%

评分详情

可访问性 88/100
AI可发现性 91/100
结构化数据 100/100
语义化HTML 100/100
内容效率 78/100

新兴协议

已检测到 0/6

AI代理查找的well-known端点。检测到意味着代理可以自动发现并连接到您的服务。

  • 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

分数不会自己保持不变。 监控功能尚未上线——加入名单,上线时通知你。

您已加入名单!服务上线时我们会通知您。

我们测到的 Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)

您的页面实际内容与总HTML的比率较低。页面重量的大部分是标记、脚本或样式而非内容。

如何实施

将CSS移至外部样式表,删除内联样式,最小化JavaScript,确保HTML专注于内容结构。

粘贴到编码智能体中让它完成修复
Markdown Token: 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])

将此文件上传到服务器的/index.md,以便AI代理可以访问页面的干净版本。您也可以配置Accept: text/markdown内容协商以自动提供。

我们的建议

下载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/)

完整llms.txt需要全域分析(即将推出)

将此文件上传到域名根目录的https://www.kallio.cloud/llms.txt。ChatGPT、Claude和Perplexity等AI代理会检查此文件以了解您的网站结构。

该网站已有llms.txt文件。

格式有效
# 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)

可访问性

无需JavaScript即可获取内容 (100/100)

Content available without JavaScript

内容在HTML中位置靠前 (50/100)

Main content starts at 49% of HTML

合理的页面大小 (100/100)

Page size: 19KB

AI可发现性

robots.txt允许AI机器人 (100/100)

All major AI search bots allowed

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

可被发现,但无法协商:读取你 HTML 的智能体能找到 .md 版本,而直接请求页面的智能体仍会拿到 HTML。响应 Accept: text/markdown 可以同时覆盖这两种情况。

有sitemap.xml (100/100)

Sitemap found

有robots.txt文件 (100/100)

robots.txt exists

有llms.txt文件 (100/100)

llms.txt exists and is valid

有Content-Signal(robots.txt或HTTP标头) (60/100)
✓ robots.txt ✗ HTTP header ✗ Policy

结构化数据

有Schema.org / JSON-LD (100/100)

JSON-LD found: Person, WebSite

有Open Graph标签 (100/100)

All OG tags present

有meta描述 (100/100)

Meta description: 157 chars

有规范URL (100/100)

Canonical URL present

有lang属性 (100/100)

lang="en"

语义化HTML

正确的标题层级 (100/100)

Clean heading hierarchy

使用article或main元素 (100/100)

Has <main>

使用语义化HTML元素 (100/100)

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

有意义的图片alt属性 (100/100)

1/1 images with meaningful alt text

较低的div嵌套深度 (100/100)

Avg div depth: 1.0, max: 3

内容效率

良好的Token减少比率 (100/100)

92% token reduction (HTML→Markdown)

良好的内容与噪声比 (25/100)

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

合理的页面重量 (100/100)

HTML size: 19KB

最少的内联样式 (100/100)

0/200 elements with inline styles (0.0%)

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            "details": "All major AI search bots allowed"
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          "supports_markdown_negotiation": {
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            "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",
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            "evidence": "plausible",
            "details": "Sitemap found"
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            "details": "robots.txt: search=yes, ai-input=yes, ai-train=no",
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              "policy": false
            }
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        "weight": 20,
        "grade": "A",
        "checks": {
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            "weight": 35,
            "evidence": "proven",
            "details": "JSON-LD found: Person, WebSite"
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            "details": "All OG tags present"
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            "details": "Meta description: 157 chars"
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        "grade": "A",
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            "weight": 20,
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        "weight": 10,
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            "score": 100,
            "weight": 40,
            "evidence": "speculative",
            "details": "92% token reduction (HTML→Markdown)"
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            "evidence": "speculative",
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      "priority": "medium",
      "category": "contentEfficiency",
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      "descriptionKey": "rec.improve_content_ratio.description",
      "howToKey": "rec.improve_content_ratio.howto",
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    }
  ],
  "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": {
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      "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"
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    "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
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  "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": []
}

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