Public profileJSON
{
"schemaVersion": "1.0",
"name": "Gentil M. — Full-Stack Developer & AI Engineer",
"slug": "gentil-m-full-stack-developer-ai-engineer",
"website": "https://gentil.quevvy.com",
"category": "developer-tools",
"description": "Portfolio, blog and service marketplace of Gentil M. (Gentil Maliyamungu B.), a full-stack developer, AI engineer and AI agents expert in Kigali, Rwanda, and founder of Quevvy. Websites, SaaS, AI chatbots and agents. Site in French, English, Spanish, Arabic and Chinese.",
"capabilities": [
"llmsTxt documentation",
"llmsFullTxt documentation"
],
"aiResources": {
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"type": "llmsTxt",
"url": "https://gentil.quevvy.com/llms.txt",
"status": "verified",
"available": true,
"httpStatus": 200,
"checkedAt": "2026-11-10T22:33:15.561Z",
"lastSuccessfulAt": "2026-11-10T22:33:15.561Z",
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"tokenMethod": "UTF-16 characters / 4 (approximation)",
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"title": "Gentil M. (Gentil Maliyamungu B.) — Full-Stack Developer, Software Engineer, AI Engineer & AI Agents Expert, Kigali",
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"headingCount": 6,
"uniqueHeadingCount": 6,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 52,
"summaryPresent": true,
"contextPresent": true,
"validLinks": 52,
"invalidLinks": 0,
"duplicateLinks": 0,
"descriptiveLinks": 52,
"annotatedLinks": 34
},
"linkHealth": {
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"selectedCount": 5,
"sampledCount": 5,
"working": 4,
"broken": 0,
"unknown": 1,
"checkedAt": "2026-11-10T22:33:17.071Z",
"sourceHash": "58f0bc6fa3019ce57a961d64d7db1a35b564d351efc7e32ff99acba0c6f567e0",
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"httpStatus": 200,
"checkedAt": "2026-11-10T22:33:17.071Z",
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},
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"checkedAt": "2026-11-10T22:33:17.071Z",
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"reason": "access_denied"
},
{
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"checkedAt": "2026-11-10T22:33:17.071Z",
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},
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"checkedAt": "2026-11-10T22:33:17.071Z",
"attempted": true,
"status": "working",
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]
},
"headings": [
"Gentil M. (Gentil Maliyamungu B.) — Full-Stack Developer, Software Engineer, AI Engineer & AI Agents Expert, Kigali",
"Main pages",
"Marketplace offers (USD)",
"Blog posts",
"Profiles",
"Optional"
],
"warnings": [],
"summary": "Documentation sections: Gentil M. (Gentil Maliyamungu B.) — Full-Stack Developer, Software Engineer, AI Engineer & AI Agents Expert, Kigali; Main pages; Marketplace offers (USD); Blog posts; Profiles; Optional.",
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"url": "https://gentil.quevvy.com/llms-full.txt",
"status": "verified",
"available": true,
"httpStatus": 200,
"checkedAt": "2026-11-10T22:33:16.078Z",
"lastSuccessfulAt": "2026-11-10T22:33:16.078Z",
"contentType": "text/markdown; charset=utf-8",
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"tokenMethod": "UTF-16 characters / 4 (approximation)",
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"title": "Gentil M. (Gentil Maliyamungu B.) — Full-Stack Developer, Software Engineer, AI Engineer & AI Agents Expert, Kigali",
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"uniqueHeadingCount": 94,
"hasSections": true,
"orderedHeadings": true,
"sectionWithContent": true,
"fileListLinks": 50,
"summaryPresent": true,
"contextPresent": true,
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"invalidLinks": 0,
"duplicateLinks": 8,
"descriptiveLinks": 51,
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},
"headings": [
"Gentil M. (Gentil Maliyamungu B.) — Full-Stack Developer, Software Engineer, AI Engineer & AI Agents Expert, Kigali",
"Main pages",
"Marketplace offers (USD)",
"Blog posts",
"Profiles",
"Offer details",
"Site vitrine simple (Simple showcase website)",
"Site vitrine avec panneau d'administration (Showcase website with admin panel)",
"Portfolio (Portfolio)",
"Portfolio avec panneau d'administration (Portfolio with admin panel)",
"Portfolio complet (style gentil.quevvy.com) (Complete portfolio (gentil.quevvy.com style))",
"Marketplace MVP (Marketplace MVP)"
],
"warnings": [
"8 duplicate documentation links"
],
"summary": "Documentation sections: Gentil M. (Gentil Maliyamungu B.) — Full-Stack Developer, Software Engineer, AI Engineer & AI Agents Expert, Kigali; Main pages; Marketplace offers (USD); Blog posts; Profiles; Offer details.",
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"method": "markdown-ast-analysis"
},
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"score": 99,
"version": "2.0",
"confidence": "medium",
"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": "52 valid link occurrence(s) inside Markdown lists.",
"points": 5
},
{
"id": "heading_uniqueness",
"label": "Non-repeated headings",
"weight": 5,
"observation": "6 unique heading(s) out of 6; code examples are excluded.",
"points": 5
}
],
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},
{
"name": "links",
"weight": 25,
"assessedWeight": 25,
"points": 24.13,
"rules": [
{
"id": "link_syntax",
"label": "Resolvable HTTP(S) link syntax",
"weight": 5,
"observation": "52 valid URL occurrence(s), 0 malformed, unsupported or unresolved.",
"points": 5
},
{
"id": "link_uniqueness",
"label": "Unique documentation destinations",
"weight": 5,
"observation": "52 unique destination(s) from 52 valid occurrence(s).",
"points": 5
},
{
"id": "link_labels",
"label": "Descriptive link labels",
"weight": 2.5,
"observation": "52 of 52 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": "34 of 52 unique links have notes beside a Markdown list link.",
"points": 1.63
},
{
"id": "link_health",
"label": "Sampled destination accessibility",
"weight": 10,
"observation": "5 of 52 destinations sampled: 4 working, 0 confirmed 404/410, 1 unknown. Only working and confirmed-broken results enter this fraction.",
"points": 10
}
],
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},
{
"name": "confidence",
"weight": 15,
"assessedWeight": 15,
"points": 15,
"rules": [
{
"id": "verification_age",
"label": "Age of last successful verification",
"weight": 10,
"observation": "Last success: 2026-11-10T22:33:15.561Z. 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": 99.13,
"assessedWeight": 100,
"availableWeight": 100,
"provisional": false,
"calculatedAt": "2026-11-10T22:33:18.915Z",
"lastVerifiedAt": "2026-11-10T22:33:15.561Z",
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"contentHash": "58f0bc6fa3019ce57a961d64d7db1a35b564d351efc7e32ff99acba0c6f567e0",
"processingVersion": "2.0",
"retrievedAt": "2026-11-10T22:33:15.561Z"
},
"linkSampling": {
"eligibleCount": 52,
"selectedCount": 5,
"sampledCount": 5,
"working": 4,
"broken": 0,
"unknown": 1,
"checkedAt": "2026-11-10T22:33:17.071Z",
"sourceHash": "58f0bc6fa3019ce57a961d64d7db1a35b564d351efc7e32ff99acba0c6f567e0",
"method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
"results": [
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"url": "https://gentil.quevvy.com/contacts",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:33:17.071Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://gentil.quevvy.com/cv",
"httpStatus": 200,
"checkedAt": "2026-11-10T22:33:17.071Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
"url": "https://www.producthunt.com/@gentilm",
"httpStatus": 403,
"checkedAt": "2026-11-10T22:33:17.071Z",
"attempted": true,
"status": "unknown",
"reason": "access_denied"
},
{
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"checkedAt": "2026-11-10T22:33:17.071Z",
"attempted": true,
"status": "working",
"reason": "http_success"
},
{
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"checkedAt": "2026-11-10T22:33:17.071Z",
"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 52 unique links, not the entire website."
]
},
"updatedAt": "2026-11-10T22:33:18.916Z"
}