MCPDirectory

{
  "schemaVersion": "1.0",
  "name": "MCPDirectory",
  "slug": "mcpdirectory",
  "website": "https://mcpdirectory.fyi",
  "category": "developer-tools",
  "description": "MCPDirectory helps developers compare MCP servers by use case, transport, packages, licence and repository activity.",
  "capabilities": [
    "llmsTxt documentation",
    "llmsFullTxt documentation"
  ],
  "aiResources": {
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      "url": "https://mcpdirectory.fyi/llms.txt",
      "status": "verified",
      "available": true,
      "httpStatus": 200,
      "checkedAt": "2026-11-10T22:30:32.701Z",
      "lastSuccessfulAt": "2026-11-10T22:30:32.701Z",
      "contentType": "text/plain; charset=utf-8",
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      "tokenMethod": "UTF-16 characters / 4 (approximation)",
      "contentHash": "b6e31c454e4c6dc666504c7635cb8cc4b67872ff04abc3bcc09841e9553fd210",
      "internalLinks": 271,
      "externalLinks": 2,
      "document": {
        "h1Count": 1,
        "firstBlockIsH1": true,
        "title": "MCPDirectory",
        "usefulTitle": true,
        "headingCount": 13,
        "uniqueHeadingCount": 13,
        "hasSections": true,
        "orderedHeadings": true,
        "sectionWithContent": true,
        "fileListLinks": 270,
        "summaryPresent": true,
        "contextPresent": true,
        "validLinks": 273,
        "invalidLinks": 0,
        "duplicateLinks": 0,
        "descriptiveLinks": 273,
        "annotatedLinks": 269
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      "linkHealth": {
        "eligibleCount": 273,
        "selectedCount": 5,
        "sampledCount": 5,
        "working": 5,
        "broken": 0,
        "unknown": 0,
        "checkedAt": "2026-11-10T22:30:38.080Z",
        "sourceHash": "b6e31c454e4c6dc666504c7635cb8cc4b67872ff04abc3bcc09841e9553fd210",
        "method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
        "results": [
          {
            "url": "https://mcpdirectory.fyi/br/global.md",
            "httpStatus": 200,
            "checkedAt": "2026-11-10T22:30:38.080Z",
            "attempted": true,
            "status": "working",
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            "checkedAt": "2026-11-10T22:30:38.080Z",
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            "status": "working",
            "reason": "http_success"
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        ]
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      "headings": [
        "MCPDirectory",
        "Countries",
        "Regions",
        "MCP servers by city",
        "Categories",
        "Free tools",
        "Products",
        "Academy",
        "MCP buyer guides",
        "About this site",
        "Data sources",
        "API"
      ],
      "warnings": [],
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      "summarySourceHash": "b6e31c454e4c6dc666504c7635cb8cc4b67872ff04abc3bcc09841e9553fd210",
      "processingVersion": "2.0",
      "method": "markdown-ast-analysis"
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      "type": "llmsFullTxt",
      "url": "https://mcpdirectory.fyi/llms-full.txt",
      "status": "verified",
      "available": true,
      "httpStatus": 200,
      "checkedAt": "2026-11-10T22:30:33.739Z",
      "lastSuccessfulAt": "2026-11-10T22:30:33.739Z",
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      "internalLinks": 1627,
      "externalLinks": 1423,
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        "firstBlockIsH1": true,
        "title": "MCPDirectory",
        "usefulTitle": true,
        "headingCount": 1695,
        "uniqueHeadingCount": 1655,
        "hasSections": true,
        "orderedHeadings": false,
        "sectionWithContent": true,
        "fileListLinks": 1629,
        "summaryPresent": true,
        "contextPresent": true,
        "validLinks": 3243,
        "invalidLinks": 0,
        "duplicateLinks": 193,
        "descriptiveLinks": 1628,
        "annotatedLinks": 14
      },
      "headings": [
        "MCPDirectory",
        "Online, Global, United Arab Emirates",
        "Callosium",
        "Engram",
        "Eterna MCP",
        "Hive Intelligence MCP",
        "Madar",
        "mcpsurfr",
        "MemoryPilot",
        "Minirag Mcp",
        "OpenPitch",
        "Pandaward"
      ],
      "warnings": [
        "Format finding: start with one H1 naming the site or project.",
        "193 duplicate documentation links"
      ],
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      "summarySourceHash": "4e6a7b06f65acd2762040bda05a6ed6b81f60f87a6d09252503e96b5149253d1",
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    "webmcp": null
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  "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": "270 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": 24.96,
        "rules": [
          {
            "id": "link_syntax",
            "label": "Resolvable HTTP(S) link syntax",
            "weight": 5,
            "observation": "273 valid URL occurrence(s), 0 malformed, unsupported or unresolved.",
            "points": 5
          },
          {
            "id": "link_uniqueness",
            "label": "Unique documentation destinations",
            "weight": 5,
            "observation": "273 unique destination(s) from 273 valid occurrence(s).",
            "points": 5
          },
          {
            "id": "link_labels",
            "label": "Descriptive link labels",
            "weight": 2.5,
            "observation": "273 of 273 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": "269 of 273 unique links have notes beside a Markdown list link.",
            "points": 2.46
          },
          {
            "id": "link_health",
            "label": "Sampled destination accessibility",
            "weight": 10,
            "observation": "5 of 273 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: 2.46/2.5. Sampled destination accessibility: 10/10."
      },
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        "name": "confidence",
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        "points": 15,
        "rules": [
          {
            "id": "verification_age",
            "label": "Age of last successful verification",
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            "observation": "Last success: 2026-11-10T22:30:32.701Z. 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": 99.96,
    "assessedWeight": 100,
    "availableWeight": 100,
    "provisional": false,
    "calculatedAt": "2026-11-10T22:30:48.592Z",
    "lastVerifiedAt": "2026-11-10T22:30:32.701Z",
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      "contentHash": "b6e31c454e4c6dc666504c7635cb8cc4b67872ff04abc3bcc09841e9553fd210",
      "processingVersion": "2.0",
      "retrievedAt": "2026-11-10T22:30:32.701Z"
    },
    "linkSampling": {
      "eligibleCount": 273,
      "selectedCount": 5,
      "sampledCount": 5,
      "working": 5,
      "broken": 0,
      "unknown": 0,
      "checkedAt": "2026-11-10T22:30:38.080Z",
      "sourceHash": "b6e31c454e4c6dc666504c7635cb8cc4b67872ff04abc3bcc09841e9553fd210",
      "method": "deterministic sample, at most 5 URLs, at most 2 concurrent hosts, 15s budget",
      "results": [
        {
          "url": "https://mcpdirectory.fyi/br/global.md",
          "httpStatus": 200,
          "checkedAt": "2026-11-10T22:30:38.080Z",
          "attempted": true,
          "status": "working",
          "reason": "http_success"
        },
        {
          "url": "https://mcpdirectory.fyi/ru.md",
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          "checkedAt": "2026-11-10T22:30:38.080Z",
          "attempted": true,
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        },
        {
          "url": "https://mcpdirectory.fyi/bd/global.md",
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        },
        {
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          "attempted": true,
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      ]
    },
    "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 273 unique links, not the entire website."
    ]
  },
  "updatedAt": "2026-11-10T22:30:48.592Z"
}