분석된 URL
https://www.kallio.cloud/
측정: 21시간 전
AI-Ready 점수
우수
/ 100
토큰 절감량
점수 상세
신흥 프로토콜
6개 중 0개 감지AI 에이전트가 찾는 well-known 엔드포인트. 감지되면 에이전트가 서비스를 자동으로 발견하고 연결할 수 있습니다.
-
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
이 점수는 그대로 있지 않습니다. 모니터링은 아직 없습니다. 명단에 등록하면 출시할 때 알려드립니다.
명단에 등록되었습니다! 서비스 출시 시 알려드리겠습니다.
측정 결과 Content ratio: 7.6% (1503 content chars / 19708 HTML bytes)
페이지의 실제 콘텐츠와 전체 HTML의 비율이 낮습니다. 페이지 무게의 상당 부분이 콘텐츠가 아닌 마크업, 스크립트, 스타일입니다.
구현 방법
CSS를 외부 스타일시트로 이동하고, 인라인 스타일을 제거하고, JavaScript를 최소화하고, HTML이 콘텐츠 구조에 집중하도록 하세요.
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/)

## 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/)

## 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])
이 파일을 서버의 /index.md에 업로드하여 AI 에이전트가 페이지의 깔끔한 버전에 접근할 수 있게 하세요. Accept: text/markdown 콘텐츠 협상을 설정하여 자동으로 제공할 수도 있습니다.
권장 내용
# 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/)
전체 llms.txt는 도메인 전체 분석이 필요합니다 (곧 출시)
이 파일을 도메인 루트의 https://www.kallio.cloud/llms.txt에 업로드하세요. ChatGPT, Claude, Perplexity 등의 AI 에이전트가 이 파일을 확인하여 사이트 구조를 파악합니다.
이 사이트에는 이미 llms.txt 파일이 있습니다.
유효한 형식# 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)
접근성
Content available without JavaScript
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Page size: 19KB
AI 발견 가능성
All major AI search bots allowed
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Sitemap found
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구조화 데이터
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All OG tags present
Meta description: 157 chars
Canonical URL present
lang="en"
시맨틱 HTML
Clean heading hierarchy
Has <main>
7 semantic elements, 12 divs (ratio: 37%)
1/1 images with meaningful alt text
Avg div depth: 1.0, max: 3
콘텐츠 효율성
92% token reduction (HTML→Markdown)
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HTML size: 19KB
0/200 elements with inline styles (0.0%)
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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\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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"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": []
}
API를 사용하여 프로그래밍 방식으로 가져올 수 있습니다 (곧 출시)
이 JSON은 내부용입니다 — Markdown 및 llms.txt 파일과 달리 사이트에 업로드하기 위한 것이 아닙니다. 시간에 따른 점수 추적을 위한 기준값으로 저장하거나, 개발팀과 공유하거나, CI/CD 파이프라인에 통합하세요.
결과 공유
또는 AI에게 개선 방법을 물어보세요
다른 의견도 들어보시겠어요?
Cloudflare에도 무료 스캐너가 있는데, 던지는 질문이 다릅니다. 그쪽은 에이전트가 호출할 수 있도록 사이트가 게시한 것(MCP 서버 카드, Agent Skills, API 카탈로그, DNS 레코드)을 채점합니다. 저희는 에이전트가 콘텐츠에 도달해 읽고 이해할 수 있는지를 채점합니다. 한쪽은 좋고 다른 쪽은 나쁠 수 있으니 두 점수가 다른 것은 당연합니다. 서로 다른 질문에 대한 답이고, 둘 다 알아둘 가치가 있습니다.
Cloudflare로 www.kallio.cloud 검사하기배지 삽입
이 배지를 사이트에 추가하세요. AI 준비도 점수가 변경되면 자동으로 업데이트됩니다.
<script src="https://agentready.md/badge.js" data-id="6d3c8911-cca4-44a8-94a0-6cb917d1f6c6" data-domain="www.kallio.cloud"></script>
[](https://agentready.md/ko/r/kallio.cloud)
곧 출시: 전체 도메인 분석
전체 도메인을 크롤링하고, llms.txt를 생성하고, AI 준비도 점수를 시간에 따라 모니터링하세요. 대기자 명단에 등록하여 알림을 받으세요.
명단에 등록되었습니다! 서비스 출시 시 알려드리겠습니다.