gpuclouds.fyi
GPUClouds
Compare GPU cloud providers for AI training and inference.
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gpuclouds.fyi
Compare GPU cloud providers for AI training and inference.
Submitted URLs are declarations until checked. Verification inspects published content and does not execute third-party tools.
The score measures observable documentation quality. Each component below lists its earned points, exact checks, and source observations. It is not a prediction of AI rankings or citations.
Overall readiness
Confidence: high· V2
How this score is calculated
round(99.92 ÷ 100 × 100) = 100/100
99.92 points earned out of 100 assessed. All 100 available points were assessed. The checks below show each result. Optional integrations and file size earn no extra points.
Full scoring rules and worked exampleCurrent usable primary file: 25/25.
Current llms.txt retrieval succeeded (HTTP 200); usable text verified.
llms.txt: Documentation sections: GPUClouds; Countries; Regions; GPU cloud providers by city; Categories; Free tools. Derived from headings; source checked 2026-11-10.
llms-full.txt: Documentation sections: GPUClouds; Online, Global, United Arab Emirates; Core42 (Sovereign AI Cloud); Online, Global, Australia; Firmus AI Cloud (Sustainable Metal Cloud); IREN Cloud. Derived from headings; source checked 2026-11-10.
Listing updated: . Machine-readable profile (JSON)
{
"schemaVersion": "1.0",
"name": "GPUClouds",
"slug": "gpuclouds",
"website": "https://gpuclouds.fyi",
"category": "developer-tools",
"description": "Compare GPU cloud providers for AI training and inference.",
"capabilities": [
"llmsTxt documentation",
"llmsFullTxt documentation"
],
"aiResources": {
"llmsTxt": {
"type": "llmsTxt",
"url": "https://gpuclouds.fyi/llms.txt",
"status": "verified",
"available": true,
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:04.899Z",
"lastSuccessfulAt": "2026-11-10T22:30:04.899Z",
"contentType": "text/plain; charset=utf-8",
"contentSize": 13161,
"estimatedTokens": 3291,
"tokenMethod": "UTF-16 characters / 4 (approximation)",
"contentHash": "b4b5797a9b8019b6631c230e8bf4b58d123803f8bdc2023f38bed8fc85ff992b",
"internalLinks": 129,
"externalLinks": 0,
"document": {
"h1Count": 1,
"firstBlockIsH1": true,
"title": "GPUClouds",
"usefulTitle": true,
"headingCount": 13,
"uniqueHeadingCount": 13,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 126,
"summaryPresent": true,
"contextPresent": true,
"validLinks": 129,
"invalidLinks": 0,
"duplicateLinks": 0,
"descriptiveLinks": 129,
"annotatedLinks": 125
},
"linkHealth": {
"eligibleCount": 129,
"selectedCount": 5,
"sampledCount": 5,
"working": 5,
"broken": 0,
"unknown": 0,
"checkedAt": "2026-11-10T22:30:08.077Z",
"sourceHash": "b4b5797a9b8019b6631c230e8bf4b58d123803f8bdc2023f38bed8fc85ff992b",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://gpuclouds.fyi/pa.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://gpuclouds.fyi/affiliate-disclosure",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://gpuclouds.fyi/ky.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://gpuclouds.fyi/fi/global.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://gpuclouds.fyi/gb/global/online.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
}
]
},
"headings": [
"GPUClouds",
"Countries",
"Regions",
"GPU cloud providers by city",
"Categories",
"Free tools",
"Products",
"Academy",
"GPU buying guides",
"About this site",
"Data sources",
"API"
],
"warnings": [],
"summary": "Documentation sections: GPUClouds; Countries; Regions; GPU cloud providers by city; Categories; Free tools.",
"summarySourceHash": "b4b5797a9b8019b6631c230e8bf4b58d123803f8bdc2023f38bed8fc85ff992b",
"processingVersion": "2.0",
"method": "markdown-ast-analysis"
},
"llmsFullTxt": {
"type": "llmsFullTxt",
"url": "https://gpuclouds.fyi/llms-full.txt",
"status": "verified",
"available": true,
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:06.662Z",
"lastSuccessfulAt": "2026-11-10T22:30:06.662Z",
"contentType": "text/plain; charset=utf-8",
"contentSize": 85534,
"estimatedTokens": 21382,
"tokenMethod": "UTF-16 characters / 4 (approximation)",
"contentHash": "0bcdf383541827240366c721f34f0a6f6a25835d3c5ee566a14024ae2f67961d",
"internalLinks": 183,
"externalLinks": 169,
"document": {
"h1Count": 1,
"firstBlockIsH1": true,
"title": "GPUClouds",
"usefulTitle": true,
"headingCount": 204,
"uniqueHeadingCount": 204,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 183,
"summaryPresent": true,
"contextPresent": true,
"validLinks": 352,
"invalidLinks": 0,
"duplicateLinks": 0,
"descriptiveLinks": 183,
"annotatedLinks": 14
},
"headings": [
"GPUClouds",
"Online, Global, United Arab Emirates",
"Core42 (Sovereign AI Cloud)",
"Online, Global, Australia",
"Firmus AI Cloud (Sustainable Metal Cloud)",
"IREN Cloud",
"Macquarie Cloud Services (Launch AI)",
"ResetData",
"Sharon AI",
"Online, Global, Brazil",
"Magalu Cloud AI Hub",
"Online, Global, Canada"
],
"warnings": [],
"summary": "Documentation sections: GPUClouds; Online, Global, United Arab Emirates; Core42 (Sovereign AI Cloud); Online, Global, Australia; Firmus AI Cloud (Sustainable Metal Cloud); IREN Cloud.",
"summarySourceHash": "0bcdf383541827240366c721f34f0a6f6a25835d3c5ee566a14024ae2f67961d",
"processingVersion": "2.0",
"method": "markdown-ast-analysis"
},
"webmcp": null
},
"readiness": {
"score": 100,
"version": "2.0",
"confidence": "high",
"components": [
{
"name": "availability",
"weight": 25,
"assessedWeight": 25,
"points": 25,
"rules": [
{
"id": "current_access",
"label": "Current usable primary file",
"weight": 25,
"observation": "Current llms.txt retrieval succeeded (HTTP 200); usable text verified.",
"points": 25
}
],
"explanation": "Current usable primary file: 25/25."
},
{
"name": "structure",
"weight": 25,
"assessedWeight": 25,
"points": 25,
"rules": [
{
"id": "title",
"label": "One project H1 at the beginning",
"weight": 10,
"observation": "1 H1 heading(s); starts with H1: yes.",
"points": 10
},
{
"id": "sections",
"label": "Coherent content sections",
"weight": 5,
"observation": "H2 with content: yes; no heading-level jumps: yes.",
"points": 5
},
{
"id": "file_lists",
"label": "Documentation links organized in lists",
"weight": 5,
"observation": "126 valid link occurrence(s) inside Markdown lists.",
"points": 5
},
{
"id": "heading_uniqueness",
"label": "Non-repeated headings",
"weight": 5,
"observation": "13 unique heading(s) out of 13; code examples are excluded.",
"points": 5
}
],
"explanation": "One project H1 at the beginning: 10/10. Coherent content sections: 5/5. Documentation links organized in lists: 5/5. Non-repeated headings: 5/5."
},
{
"name": "links",
"weight": 25,
"assessedWeight": 25,
"points": 24.92,
"rules": [
{
"id": "link_syntax",
"label": "Resolvable HTTP(S) link syntax",
"weight": 5,
"observation": "129 valid URL occurrence(s), 0 malformed, unsupported or unresolved.",
"points": 5
},
{
"id": "link_uniqueness",
"label": "Unique documentation destinations",
"weight": 5,
"observation": "129 unique destination(s) from 129 valid occurrence(s).",
"points": 5
},
{
"id": "link_labels",
"label": "Descriptive link labels",
"weight": 2.5,
"observation": "129 of 129 unique links have non-placeholder labels. This is a text heuristic, not a semantic guarantee.",
"points": 2.5
},
{
"id": "link_notes",
"label": "Context beside file links",
"weight": 2.5,
"observation": "125 of 129 unique links have notes beside a Markdown list link.",
"points": 2.42
},
{
"id": "link_health",
"label": "Sampled destination accessibility",
"weight": 10,
"observation": "5 of 129 destinations sampled: 5 working, 0 confirmed 404/410, 0 unknown. Only working and confirmed-broken results enter this fraction.",
"points": 10
}
],
"explanation": "Resolvable HTTP(S) link syntax: 5/5. Unique documentation destinations: 5/5. Descriptive link labels: 2.5/2.5. Context beside file links: 2.42/2.5. Sampled destination accessibility: 10/10."
},
{
"name": "confidence",
"weight": 15,
"assessedWeight": 15,
"points": 15,
"rules": [
{
"id": "verification_age",
"label": "Age of last successful verification",
"weight": 10,
"observation": "Last success: 2026-11-10T22:30:04.899Z. Full points through day 8 (7-day schedule plus 1-day grace), 60% through day 30, 20% thereafter or for an unknown date.",
"points": 10
},
{
"id": "latest_success",
"label": "Latest primary check succeeded",
"weight": 5,
"observation": "Latest primary verification succeeded.",
"points": 5
}
],
"explanation": "Age of last successful verification: 10/10. Latest primary check succeeded: 5/5."
},
{
"name": "metadata",
"weight": 10,
"assessedWeight": 10,
"points": 10,
"rules": [
{
"id": "summary",
"label": "Useful summary blockquote",
"weight": 5,
"observation": "A blockquote before the first H2 with at least 20 non-whitespace characters and no placeholder-only text.",
"points": 5
},
{
"id": "context",
"label": "Useful introductory context",
"weight": 5,
"observation": "An introductory paragraph before the first H2 with at least 20 non-whitespace characters and no placeholder-only text. Listing form fields do not earn these points.",
"points": 5
}
],
"explanation": "Useful summary blockquote: 5/5. Useful introductory context: 5/5."
}
],
"earnedPoints": 99.92,
"assessedWeight": 100,
"availableWeight": 100,
"provisional": false,
"calculatedAt": "2026-11-10T22:30:20.211Z",
"lastVerifiedAt": "2026-11-10T22:30:04.899Z",
"evidence": {
"sourceUrl": "https://gpuclouds.fyi/llms.txt",
"contentHash": "b4b5797a9b8019b6631c230e8bf4b58d123803f8bdc2023f38bed8fc85ff992b",
"processingVersion": "2.0",
"retrievedAt": "2026-11-10T22:30:04.899Z"
},
"linkSampling": {
"eligibleCount": 129,
"selectedCount": 5,
"sampledCount": 5,
"working": 5,
"broken": 0,
"unknown": 0,
"checkedAt": "2026-11-10T22:30:08.077Z",
"sourceHash": "b4b5797a9b8019b6631c230e8bf4b58d123803f8bdc2023f38bed8fc85ff992b",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
{
"url": "https://gpuclouds.fyi/pa.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://gpuclouds.fyi/affiliate-disclosure",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://gpuclouds.fyi/ky.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://gpuclouds.fyi/fi/global.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://gpuclouds.fyi/gb/global/online.md",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:30:08.077Z",
"attempted": true,
"status": "working",
"reason": "http_success"
}
]
},
"warnings": [
"This measures observable documentation, not model rankings or citation probability.",
"H1 is the only required section in the llms.txt proposal. Other checks are LLMSList quality preferences; missing optional sections do not make usable text invalid.",
"Destination accessibility covers a sample of 5 out of 129 unique links, not the entire website."
]
},
"updatedAt": "2026-11-10T22:30:20.211Z"
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One project H1 at the beginning: 10/10. Coherent content sections: 5/5. Documentation links organized in lists: 5/5. Non-repeated headings: 5/5.
1 H1 heading(s); starts with H1: yes.
H2 with content: yes; no heading-level jumps: yes.
126 valid link occurrence(s) inside Markdown lists.
13 unique heading(s) out of 13; code examples are excluded.
Resolvable HTTP(S) link syntax: 5/5. Unique documentation destinations: 5/5. Descriptive link labels: 2.5/2.5. Context beside file links: 2.42/2.5. Sampled destination accessibility: 10/10.
129 valid URL occurrence(s), 0 malformed, unsupported or unresolved.
129 unique destination(s) from 129 valid occurrence(s).
129 of 129 unique links have non-placeholder labels. This is a text heuristic, not a semantic guarantee.
125 of 129 unique links have notes beside a Markdown list link.
5 of 129 destinations sampled: 5 working, 0 confirmed 404/410, 0 unknown. Only working and confirmed-broken results enter this fraction.
Age of last successful verification: 10/10. Latest primary check succeeded: 5/5.
Last success: 2026-11-10T22:30:04.899Z. Full points through day 8 (7-day schedule plus 1-day grace), 60% through day 30, 20% thereafter or for an unknown date.
Latest primary verification succeeded.
Useful summary blockquote: 5/5. Useful introductory context: 5/5.
A blockquote before the first H2 with at least 20 non-whitespace characters and no placeholder-only text.
An introductory paragraph before the first H2 with at least 20 non-whitespace characters and no placeholder-only text. Listing form fields do not earn these points.
80–100%50–79%0–49%Gray: not assessed
Component colors use earned points ÷ assessed points. Unmeasured checks are excluded from the assessed maximum. Model v2.0. Calculated 2026-11-10 22:30:20 UTC.
5 of 129 unique destinations checked: 5 working, 0 confirmed broken, 0 unknown. We check up to five destinations, not every page. A successful HTTP response does not prove that a page is relevant or factually correct.
Sample checked: 2026-11-10 22:30:08 UTC · Source snapshot: b4b5797a9b80
Destination responded successfully
Destination responded successfully
Destination responded successfully
Destination responded successfully
Last verified: 2026-11-10.
This measures observable documentation, not model rankings or citation probability.
H1 is the only required section in the llms.txt proposal. Other checks are LLMSList quality preferences; missing optional sections do not make usable text invalid.
Destination accessibility covers a sample of 5 out of 129 unique links, not the entire website.
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Destination responded successfully
Only HTTP 404/410 is classified as confirmed broken. HTTP 403/429, timeouts and incomplete checks remain unknown. If all sample outcomes are unknown, the link-health check is excluded from the assessed maximum and the score is marked provisional.