분석된 URL
Https://mcpdir.net
AI-Ready 점수
양호
/ 100
토큰 절감량
점수 상세
신흥 프로토콜
3개 중 0개 감지AI 에이전트가 찾는 well-known 엔드포인트. 감지되면 에이전트가 서비스를 자동으로 발견하고 연결할 수 있습니다.
-
OAuth Discovery RFC 8414
/.well-known/oauth-authorization-server -
MCP Server Card Anthropic
/.well-known/mcp.json -
A2A Agent Card Google
/.well-known/agent.json
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.
사이트가 Markdown for Agents를 지원하지 않습니다. 이 Cloudflare 표준을 통해 AI 에이전트가 마크다운 형식으로 콘텐츠를 요청할 수 있으며, 토큰 사용량을 ~80% 줄일 수 있습니다.
구현 방법
다음 중 하나 이상을 구현하세요: (1) Accept: text/markdown에 마크다운 콘텐츠로 응답. (2) .md URL 제공 (예: /page.md). (3) <link rel="alternate" type="text/markdown"> 태그 추가. (4) 마크다운 발견을 위한 Link HTTP 헤더 추가.
사이트맵을 찾을 수 없습니다. 사이트맵은 AI 에이전트가 사이트의 모든 페이지를 발견하는 데 도움을 줍니다.
구현 방법
모든 공개 페이지를 나열하는 /sitemap.xml을 만드세요. 대부분의 CMS 플랫폼에서 자동 생성할 수 있습니다.
Content-Signal 지시어가 발견되지 않았습니다. 이는 AI 에이전트에게 콘텐츠 사용 방법(검색 색인, AI 입력, 훈련 데이터)을 알려줍니다. 권장 위치는 robots.txt입니다.
구현 방법
robots.txt에 Content-Signal을 추가하세요: User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no. 마크다운 응답의 HTTP 헤더로도 추가할 수 있습니다.
페이지가 <div> 요소에 크게 의존합니다. <section>, <nav>, <header>, <footer>, <aside> 같은 시맨틱 요소는 AI 에이전트에게 의미 있는 구조를 제공합니다.
구현 방법
범용 <div> 컨테이너를 적절한 시맨틱 요소로 교체하세요. 주제별 그룹에는 <section>, 내비게이션에는 <nav>, 페이지/섹션 헤더와 푸터에는 <header>/<footer>를 사용하세요.
© 2026 MCPdir.net. Built for discovering and comparing MCP servers. Data sourced from MCP Registry, PulseMCP, Docker MCP Catalog & community Project in development by [Color Vivo](https://colorvivo.com/) & [David Carrero](https://carrero.es/). Hosted on Cloudflare Pages. Made with ❤️ from Madrid and Herencia (Ciudad Real) — Spain.
The multilingual MCP server directory | MCPdir [](https://mcpdir.net/) 🇬🇧 [🇪🇸](https://mcpdir.net/es/ "Español") # Find the right MCP server for your AI tools Discover, compare and install MCP servers. The open directory with original editorial content in English and Spanish. 3147 servers · 17 categories · 2 languages ## Featured [ ### AWS MCP Servers by AWS Labs Official AWS MCP servers for documentation, infrastructure, containers, and serverless ⭐ 8.3k 📅 1mo ago 📦 Python Python Intermediate Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/aws-mcp/)[ ### Blender MCP by ahujasid Prompt-assisted 3D modeling — connect Blender to AI through MCP for scene creation and manipulation ⭐ 17.4k 📅 1mo ago 📦 Python Python Intermediate Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/blender-mcp/)[ ### Chrome DevTools MCP by dinesh-nalla-se Give your AI agent full access to Chrome DevTools 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/chrome-devtools-mcp/)[ ### Context7 MCP by Upstash Up-to-date, version-specific code documentation for any library — right in your AI assistant ⭐ 47.2k 📅 1mo ago 📦 Node.js Node.js Beginner 🍎🐧🪟 ](https://mcpdir.net/s/context7-mcp/)[ ### Firecrawl by Mendable The Web Data API for AI — turn entire websites into LLM-ready markdown or structured data ⭐ 86.7k 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/firecrawl/)[ ### GitHub MCP Server by GitHub GitHub's official MCP server — manage repos, issues, PRs, Actions, and security from any AI tool ⭐ 27.3k 📅 1mo ago 📦 Docker Docker Beginner Self-hostable Docker 🍎🐧🪟 ](https://mcpdir.net/s/github-mcp-server/)[ ### GitHub MCP by anthropics Turn your AI coding agent into a full-powered GitHub collaborator ⭐ 5.2k 👁 320k 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/github-mcp/)[ ### MCP Reference Servers by Anthropic Official MCP reference implementations from Anthropic — the most starred MCP project ⭐ 79.7k 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/mcp-reference-servers/)[ ### Notion MCP Server by Notion Official Notion MCP server for AI-powered workspace management ⭐ 4k 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable Docker 🍎🐧🪟 ](https://mcpdir.net/s/notion-mcp-server/)[ ### Playwright MCP by Microsoft Browser automation for LLMs via accessibility snapshots, no vision models needed ⭐ 27.9k 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/playwright-mcp/) ## Popular servers[See all →](https://mcpdir.net/servers/) [ ### Firecrawl by Mendable The Web Data API for AI — turn entire websites into LLM-ready markdown or structured data ⭐ 86.7k 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/firecrawl/)[ ### MCP Reference Servers by Anthropic Official MCP reference implementations from Anthropic — the most starred MCP project ⭐ 79.7k 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/mcp-reference-servers/)[ ### Slack MCP by Anthropic Official MCP reference server for Slack — send messages, read channels, and search conversations ⭐ 79.7k 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/slack-mcp/)[ ### Context7 MCP by Upstash Up-to-date, version-specific code documentation for any library — right in your AI assistant ⭐ 47.2k 📅 1mo ago 📦 Node.js Node.js Beginner 🍎🐧🪟 ](https://mcpdir.net/s/context7-mcp/)[ ### Playwright MCP by Microsoft Browser automation for LLMs via accessibility snapshots, no vision models needed ⭐ 27.9k 📅 1mo ago 📦 Node.js Node.js Beginner Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/playwright-mcp/)[ ### GitHub MCP Server by GitHub GitHub's official MCP server — manage repos, issues, PRs, Actions, and security from any AI tool ⭐ 27.3k 📅 1mo ago 📦 Docker Docker Beginner Self-hostable Docker 🍎🐧🪟 ](https://mcpdir.net/s/github-mcp-server/) ## Recently added [ ### Memory Graph MCP by FlarelyLegal Persistent shared memory for LLMs with knowledge graphs and semantic search ⭐ 2 📅 1mo ago 📦 Node.js Node.js Advanced Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/memory-graph-mcp/)[ ### 1mcpserver by particlefuture MCP server — editorial content pending ⭐ 40 📅 3mo ago 📦 Python Python Intermediate Self-hostable 🍎 ](https://mcpdir.net/s/1mcpserver/)[ ### 4everland-hosting-mcp by 4everland MCP server — editorial content pending ⭐ 2 📅 9mo ago 📦 Node.js Node.js Intermediate Self-hostable 🍎🐧 ](https://mcpdir.net/s/4everland-hosting-mcp/)[ ### aaa-mcp by ariffazil MCP server — editorial content pending ⭐ 29 📅 1mo ago 📦 Python Python Intermediate Self-hostable 🍎🐧🪟 ](https://mcpdir.net/s/aaa-mcp/) ## Browse by category[See all →](https://mcpdir.net/categories/) [🌐 Browser & Web 35 servers ](https://mcpdir.net/categories/browser/)[🗄️ Database 99 servers ](https://mcpdir.net/categories/database/)[📁 Filesystem 36 servers ](https://mcpdir.net/categories/filesystem/)[🔧 DevOps & CI/CD 142 servers ](https://mcpdir.net/categories/devops/)[🤖 AI & ML 623 servers ](https://mcpdir.net/categories/ai-ml/)[📊 Data & Analytics 27 servers ](https://mcpdir.net/categories/data/)[💬 Communication 19 servers ](https://mcpdir.net/categories/communication/)[📝 Productivity 34 servers ](https://mcpdir.net/categories/productivity/)[🔒 Security 25 servers ](https://mcpdir.net/categories/security/)[☁️ Cloud Providers 16 servers ](https://mcpdir.net/categories/cloud/)[🎨 Design & Media 33 servers ](https://mcpdir.net/categories/design/)[💰 Finance 41 servers ](https://mcpdir.net/categories/finance/)[🔍 Search & Discovery 60 servers ](https://mcpdir.net/categories/search/)[🏗️ Code & Development 1536 servers ](https://mcpdir.net/categories/code/)[🧪 Testing 18 servers ](https://mcpdir.net/categories/testing/)[📡 API & Integration 390 servers ](https://mcpdir.net/categories/api/)[🗺️ Maps & Location 13 servers ](https://mcpdir.net/categories/maps/) ## Recommended Services Other tools from our team [### SpyOnWeb Find hidden connections between websites by correlating domains, Analytics, AdSense, nameservers and IPs. spyonweb.net →](https://spyonweb.net/)[### AgentReady Evaluate and improve your website compatibility with AI agents through scoring and analysis. agentready.md →](https://agentready.md/)[### NSlookup Minimal DNS and IP diagnostics suite with fast lookups over HTTPS, history and caching. nslookup.network →](https://nslookup.network/)[### Spider Check if search engines, AI crawlers and bots can access your site by analyzing robots.txt and headers. spider.es →](https://spider.es/)[### Password.es Generate secure, customizable passwords online with a built-in strength checker. password.es/en/ →](https://password.es/en/)[### Time Tracking Free online Pomodoro timer for deep focus sessions with a distraction-free interface. timetracking.uk/ →](https://timetracking.uk/)
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
# MCPdir > Discover, compare and install MCP servers for your AI tools ## Main - [The multilingual MCP server directory](Https://mcpdir.net): Discover, compare and install MCP servers for your AI tools - [About](https://mcpdir.net/about/) - [Servers](https://mcpdir.net/servers/) - [Categories](https://mcpdir.net/categories/) - [🔥 Trending](https://mcpdir.net/trending/) - [🇪🇸](https://mcpdir.net/es/) - [RSS Feed](https://mcpdir.net/feed.xml)
전체 llms.txt는 도메인 전체 분석이 필요합니다 (곧 출시)
이 파일을 도메인 루트의 https://mcpdir.net/llms.txt에 업로드하세요. ChatGPT, Claude, Perplexity 등의 AI 에이전트가 이 파일을 확인하여 사이트 구조를 파악합니다.
이 사이트에는 이미 llms.txt 파일이 있습니다.
유효한 형식# MCPdir — The multilingual MCP server directory
> MCPdir is an open directory of MCP (Model Context Protocol) servers. It helps developers discover, compare and install MCP servers for AI coding tools like Claude Code, Cursor, VS Code Copilot, Gemini CLI, and more.
## What is MCP?
MCP (Model Context Protocol) is an open standard that lets AI assistants connect to external tools and data sources. MCP servers expose capabilities (tools, resources, prompts) that AI clients can use.
## Site structure
- `/` — Homepage with featured and popular MCP servers
- `/servers/` — Full directory with search and filters
- `/s/{slug}/` — Individual MCP server detail page
- `/categories/` — Browse by category (browser, database, devops, etc.)
- `/categories/{slug}/` — Servers in a specific category
- `/es/` — Spanish version of all pages
## Data
Each MCP server entry includes:
- Canonical registry data (name, version, author, license)
- GitHub metrics (stars, downloads, last commit)
- Original editorial content (description, pros/cons, use cases, tips)
- Installation instructions for 8+ AI clients
- Client compatibility matrix
- Category, tags, difficulty level
## API
- `/feed.xml` — RSS feed with latest MCP servers
- `/sitemap-index.xml` — XML sitemap with hreflang
## Contact
Website: https://mcpdir.net
시맨틱 HTML
Has <main>
Clean heading hierarchy
11 semantic elements, 141 divs (ratio: 7%)
2/2 images with meaningful alt text
Avg div depth: 1.2, max: 3
콘텐츠 효율성
100% token reduction (HTML→Markdown)
Content ratio: 0.5% (290 content chars / 60888 HTML bytes)
0/656 elements with inline styles (0.0%)
HTML size: 59KB
AI 발견 가능성
llms.txt exists and is valid
robots.txt exists
All major AI bots allowed
No sitemap found
구조화 데이터
JSON-LD found: WebSite, Organization
All OG tags present
Meta description: 59 chars
Canonical URL present
lang="en"
접근성
Content available without JavaScript
Page size: 59KB
Main content starts at 11% of HTML
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"markdown": "© 2026 MCPdir.net. Built for discovering and comparing MCP servers.\n\nData sourced from MCP Registry, PulseMCP, Docker MCP Catalog & community\n\nProject in development by [Color Vivo](https://colorvivo.com/) & [David Carrero](https://carrero.es/). Hosted on Cloudflare Pages.\n\nMade with ❤️ from Madrid and Herencia (Ciudad Real) — Spain.\n",
"fullPageMarkdown": "The multilingual MCP server directory | MCPdir\n\n[](https://mcpdir.net/)\n\n🇬🇧 [🇪🇸](https://mcpdir.net/es/ \"Español\")\n\n# Find the right MCP server for your AI tools\n\nDiscover, compare and install MCP servers. The open directory with original editorial content in English and Spanish.\n\n3147 servers · 17 categories · 2 languages\n\n## Featured\n\n[\n\n### AWS MCP Servers\n\nby AWS Labs\n\nOfficial AWS MCP servers for documentation, infrastructure, containers, and serverless\n\n⭐ 8.3k 📅 1mo ago 📦 Python\n\nPython Intermediate Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/aws-mcp/)[\n\n### Blender MCP\n\nby ahujasid\n\nPrompt-assisted 3D modeling — connect Blender to AI through MCP for scene creation and manipulation\n\n⭐ 17.4k 📅 1mo ago 📦 Python\n\nPython Intermediate Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/blender-mcp/)[\n\n### Chrome DevTools MCP\n\nby dinesh-nalla-se\n\nGive your AI agent full access to Chrome DevTools\n\n📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/chrome-devtools-mcp/)[\n\n### Context7 MCP\n\nby Upstash\n\nUp-to-date, version-specific code documentation for any library — right in your AI assistant\n\n⭐ 47.2k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/context7-mcp/)[\n\n### Firecrawl\n\nby Mendable\n\nThe Web Data API for AI — turn entire websites into LLM-ready markdown or structured data\n\n⭐ 86.7k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/firecrawl/)[\n\n### GitHub MCP Server\n\nby GitHub\n\nGitHub's official MCP server — manage repos, issues, PRs, Actions, and security from any AI tool\n\n⭐ 27.3k 📅 1mo ago 📦 Docker\n\nDocker Beginner Self-hostable Docker\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/github-mcp-server/)[\n\n### GitHub MCP\n\nby anthropics\n\nTurn your AI coding agent into a full-powered GitHub collaborator\n\n⭐ 5.2k 👁 320k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/github-mcp/)[\n\n### MCP Reference Servers\n\nby Anthropic\n\nOfficial MCP reference implementations from Anthropic — the most starred MCP project\n\n⭐ 79.7k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/mcp-reference-servers/)[\n\n### Notion MCP Server\n\nby Notion\n\nOfficial Notion MCP server for AI-powered workspace management\n\n⭐ 4k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable Docker\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/notion-mcp-server/)[\n\n### Playwright MCP\n\nby Microsoft\n\nBrowser automation for LLMs via accessibility snapshots, no vision models needed\n\n⭐ 27.9k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/playwright-mcp/)\n\n## Popular servers[See all →](https://mcpdir.net/servers/)\n\n[\n\n### Firecrawl\n\nby Mendable\n\nThe Web Data API for AI — turn entire websites into LLM-ready markdown or structured data\n\n⭐ 86.7k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/firecrawl/)[\n\n### MCP Reference Servers\n\nby Anthropic\n\nOfficial MCP reference implementations from Anthropic — the most starred MCP project\n\n⭐ 79.7k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/mcp-reference-servers/)[\n\n### Slack MCP\n\nby Anthropic\n\nOfficial MCP reference server for Slack — send messages, read channels, and search conversations\n\n⭐ 79.7k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/slack-mcp/)[\n\n### Context7 MCP\n\nby Upstash\n\nUp-to-date, version-specific code documentation for any library — right in your AI assistant\n\n⭐ 47.2k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/context7-mcp/)[\n\n### Playwright MCP\n\nby Microsoft\n\nBrowser automation for LLMs via accessibility snapshots, no vision models needed\n\n⭐ 27.9k 📅 1mo ago 📦 Node.js\n\nNode.js Beginner Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/playwright-mcp/)[\n\n### GitHub MCP Server\n\nby GitHub\n\nGitHub's official MCP server — manage repos, issues, PRs, Actions, and security from any AI tool\n\n⭐ 27.3k 📅 1mo ago 📦 Docker\n\nDocker Beginner Self-hostable Docker\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/github-mcp-server/)\n\n## Recently added\n\n[\n\n### Memory Graph MCP\n\nby FlarelyLegal\n\nPersistent shared memory for LLMs with knowledge graphs and semantic search\n\n⭐ 2 📅 1mo ago 📦 Node.js\n\nNode.js Advanced Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/memory-graph-mcp/)[\n\n### 1mcpserver\n\nby particlefuture\n\nMCP server — editorial content pending\n\n⭐ 40 📅 3mo ago 📦 Python\n\nPython Intermediate Self-hostable\n\n🍎\n\n](https://mcpdir.net/s/1mcpserver/)[\n\n### 4everland-hosting-mcp\n\nby 4everland\n\nMCP server — editorial content pending\n\n⭐ 2 📅 9mo ago 📦 Node.js\n\nNode.js Intermediate Self-hostable\n\n🍎🐧\n\n](https://mcpdir.net/s/4everland-hosting-mcp/)[\n\n### aaa-mcp\n\nby ariffazil\n\nMCP server — editorial content pending\n\n⭐ 29 📅 1mo ago 📦 Python\n\nPython Intermediate Self-hostable\n\n🍎🐧🪟\n\n](https://mcpdir.net/s/aaa-mcp/)\n\n## Browse by category[See all →](https://mcpdir.net/categories/)\n\n[🌐\n\nBrowser 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servers\n\n](https://mcpdir.net/categories/search/)[🏗️\n\nCode & Development\n\n1536 servers\n\n](https://mcpdir.net/categories/code/)[🧪\n\nTesting\n\n18 servers\n\n](https://mcpdir.net/categories/testing/)[📡\n\nAPI & Integration\n\n390 servers\n\n](https://mcpdir.net/categories/api/)[🗺️\n\nMaps & Location\n\n13 servers\n\n](https://mcpdir.net/categories/maps/)\n\n## Recommended Services\n\nOther tools from our team\n\n[### SpyOnWeb\n\nFind hidden connections between websites by correlating domains, Analytics, AdSense, nameservers and IPs.\n\nspyonweb.net →](https://spyonweb.net/)[### AgentReady\n\nEvaluate and improve your website compatibility with AI agents through scoring and analysis.\n\nagentready.md →](https://agentready.md/)[### NSlookup\n\nMinimal DNS and IP diagnostics suite with fast lookups over HTTPS, history and caching.\n\nnslookup.network →](https://nslookup.network/)[### Spider\n\nCheck if search engines, AI crawlers and bots can access your site by analyzing robots.txt and headers.\n\nspider.es →](https://spider.es/)[### Password.es\n\nGenerate secure, customizable passwords online with a built-in strength checker.\n\npassword.es/en/ →](https://password.es/en/)[### Time Tracking\n\nFree online Pomodoro timer for deep focus sessions with a distraction-free interface.\n\ntimetracking.uk/ →](https://timetracking.uk/)\n",
"markdownStats": {
"images": 0,
"links": 2,
"tables": 0,
"codeBlocks": 0,
"headings": 0
},
"tokens": {
"htmlTokens": 17924,
"markdownTokens": 85,
"reduction": 17839,
"reductionPercent": 100
},
"score": {
"score": 76,
"grade": "B",
"dimensions": {
"semanticHtml": {
"score": 85,
"weight": 20,
"grade": "B",
"checks": {
"uses_article_or_main": {
"score": 100,
"weight": 20,
"details": "Has <main>"
},
"proper_heading_hierarchy": {
"score": 100,
"weight": 25,
"details": "Clean heading hierarchy"
},
"semantic_elements": {
"score": 24,
"weight": 20,
"details": "11 semantic elements, 141 divs (ratio: 7%)"
},
"meaningful_alt_texts": {
"score": 100,
"weight": 15,
"details": "2/2 images with meaningful alt text"
},
"low_div_nesting": {
"score": 100,
"weight": 20,
"details": "Avg div depth: 1.2, max: 3"
}
}
},
"contentEfficiency": {
"score": 70,
"weight": 25,
"grade": "C",
"checks": {
"token_reduction_ratio": {
"score": 100,
"weight": 40,
"details": "100% token reduction (HTML→Markdown)"
},
"content_to_noise_ratio": {
"score": 0,
"weight": 30,
"details": "Content ratio: 0.5% (290 content chars / 60888 HTML bytes)"
},
"minimal_inline_styles": {
"score": 100,
"weight": 15,
"details": "0/656 elements with inline styles (0.0%)"
},
"reasonable_page_weight": {
"score": 100,
"weight": 15,
"details": "HTML size: 59KB"
}
}
},
"aiDiscoverability": {
"score": 45,
"weight": 25,
"grade": "D",
"checks": {
"has_llms_txt": {
"score": 100,
"weight": 20,
"details": "llms.txt exists and is valid"
},
"has_robots_txt": {
"score": 100,
"weight": 10,
"details": "robots.txt exists"
},
"robots_allows_ai_bots": {
"score": 100,
"weight": 15,
"details": "All major AI bots allowed"
},
"has_sitemap": {
"score": 0,
"weight": 10,
"details": "No sitemap found"
},
"supports_markdown_negotiation": {
"score": 0,
"weight": 25,
"details": "No Markdown for Agents support detected"
},
"has_content_signals": {
"score": 0,
"weight": 20,
"details": "No Content-Signal found (robots.txt or HTTP headers)"
}
}
},
"structuredData": {
"score": 100,
"weight": 15,
"grade": "A",
"checks": {
"has_schema_org": {
"score": 100,
"weight": 30,
"details": "JSON-LD found: WebSite, Organization"
},
"has_open_graph": {
"score": 100,
"weight": 25,
"details": "All OG tags present"
},
"has_meta_description": {
"score": 100,
"weight": 20,
"details": "Meta description: 59 chars"
},
"has_canonical_url": {
"score": 100,
"weight": 15,
"details": "Canonical URL present"
},
"has_lang_attribute": {
"score": 100,
"weight": 10,
"details": "lang=\"en\""
}
}
},
"accessibility": {
"score": 100,
"weight": 15,
"grade": "A",
"checks": {
"content_without_js": {
"score": 100,
"weight": 40,
"details": "Content available without JavaScript"
},
"reasonable_page_size": {
"score": 100,
"weight": 30,
"details": "Page size: 59KB"
},
"fast_content_position": {
"score": 100,
"weight": 30,
"details": "Main content starts at 11% of HTML"
}
}
}
}
},
"recommendations": [
{
"id": "improve_content_ratio",
"priority": "critical",
"category": "contentEfficiency",
"titleKey": "rec.improve_content_ratio.title",
"descriptionKey": "rec.improve_content_ratio.description",
"howToKey": "rec.improve_content_ratio.howto",
"effort": "moderate",
"estimatedImpact": 6,
"checkScore": 0,
"checkDetails": "Content ratio: 0.5% (290 content chars / 60888 HTML bytes)"
},
{
"id": "add_markdown_negotiation",
"priority": "critical",
"category": "aiDiscoverability",
"titleKey": "rec.add_markdown_negotiation.title",
"descriptionKey": "rec.add_markdown_negotiation.description",
"howToKey": "rec.add_markdown_negotiation.howto",
"effort": "significant",
"estimatedImpact": 6,
"checkScore": 0,
"checkDetails": "No Markdown for Agents support detected"
},
{
"id": "add_sitemap",
"priority": "critical",
"category": "aiDiscoverability",
"titleKey": "rec.add_sitemap.title",
"descriptionKey": "rec.add_sitemap.description",
"howToKey": "rec.add_sitemap.howto",
"effort": "quick-win",
"estimatedImpact": 5,
"checkScore": 0,
"checkDetails": "No sitemap found"
},
{
"id": "add_content_signals",
"priority": "critical",
"category": "aiDiscoverability",
"titleKey": "rec.add_content_signals.title",
"descriptionKey": "rec.add_content_signals.description",
"howToKey": "rec.add_content_signals.howto",
"effort": "quick-win",
"estimatedImpact": 5,
"checkScore": 0,
"checkDetails": "No Content-Signal found (robots.txt or HTTP headers)"
},
{
"id": "add_semantic_elements",
"priority": "high",
"category": "semanticHtml",
"titleKey": "rec.add_semantic_elements.title",
"descriptionKey": "rec.add_semantic_elements.description",
"howToKey": "rec.add_semantic_elements.howto",
"effort": "moderate",
"estimatedImpact": 5,
"checkScore": 24,
"checkDetails": "11 semantic elements, 141 divs (ratio: 7%)"
}
],
"llmsTxtPreview": "# MCPdir\n\n> Discover, compare and install MCP servers for your AI tools\n\n## Main\n- [The multilingual MCP server directory](Https://mcpdir.net): Discover, compare and install MCP servers for your AI tools\n- [About](https://mcpdir.net/about/)\n- [Servers](https://mcpdir.net/servers/)\n- [Categories](https://mcpdir.net/categories/)\n- [🔥 Trending](https://mcpdir.net/trending/)\n- [🇪🇸](https://mcpdir.net/es/)\n- [RSS Feed](https://mcpdir.net/feed.xml)\n\n",
"llmsTxtExisting": "# MCPdir — The multilingual MCP server directory\n\n> MCPdir is an open directory of MCP (Model Context Protocol) servers. It helps developers discover, compare and install MCP servers for AI coding tools like Claude Code, Cursor, VS Code Copilot, Gemini CLI, and more.\n\n## What is MCP?\n\nMCP (Model Context Protocol) is an open standard that lets AI assistants connect to external tools and data sources. MCP servers expose capabilities (tools, resources, prompts) that AI clients can use.\n\n## Site structure\n\n- `/` — Homepage with featured and popular MCP servers\n- `/servers/` — Full directory with search and filters\n- `/s/{slug}/` — Individual MCP server detail page\n- `/categories/` — Browse by category (browser, database, devops, etc.)\n- `/categories/{slug}/` — Servers in a specific category\n- `/es/` — Spanish version of all pages\n\n## Data\n\nEach MCP server entry includes:\n- Canonical registry data (name, version, author, license)\n- GitHub metrics (stars, downloads, last commit)\n- Original editorial content (description, pros/cons, use cases, tips)\n- Installation instructions for 8+ AI clients\n- Client compatibility matrix\n- Category, tags, difficulty level\n\n## API\n\n- `/feed.xml` — RSS feed with latest MCP servers\n- `/sitemap-index.xml` — XML sitemap with hreflang\n\n## Contact\n\nWebsite: https://mcpdir.net",
"emergingProtocols": {
"oauthDiscovery": {
"exists": false,
"url": "https://mcpdir.net/.well-known/oauth-authorization-server"
},
"mcpServerCard": {
"exists": false,
"url": "https://mcpdir.net/.well-known/mcp.json"
},
"a2aAgentCard": {
"exists": false,
"url": "https://mcpdir.net/.well-known/agent.json"
},
"count": 0
},
"snippets": [
{
"id": "add_sitemap",
"title": "Create /sitemap.xml",
"description": "A sitemap helps AI agents discover all your pages. Most CMS platforms generate one automatically.",
"language": "xml",
"code": "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<urlset xmlns=\"http://www.sitemaps.org/schemas/sitemap/0.9\">\n <url>\n <loc>Https://mcpdir.net</loc>\n <lastmod>2026-04-19</lastmod>\n </url>\n</urlset>",
"filename": "/sitemap.xml"
},
{
"id": "add_content_signals",
"title": "Add Content-Signal directives",
"description": "Content-Signal tells AI agents how they may use your content. The canonical location is robots.txt, but you can also expose it as an HTTP header from any stack.",
"language": "txt",
"code": "User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no",
"filename": "/robots.txt",
"stacks": [
{
"id": "robots",
"label": "robots.txt",
"language": "txt",
"filename": "/robots.txt",
"code": "User-agent: *\nContent-Signal: search=yes, ai-input=yes, ai-train=no"
},
{
"id": "nginx",
"label": "Nginx",
"language": "nginx",
"filename": "server block",
"code": "# Inside your server { } block:\nadd_header Content-Signal \"search=yes, ai-input=yes, ai-train=no\" always;"
},
{
"id": "apache",
"label": "Apache",
"language": "apache",
"filename": ".htaccess",
"code": "# In .htaccess (or VirtualHost):\nHeader set Content-Signal \"search=yes, ai-input=yes, ai-train=no\""
},
{
"id": "wordpress",
"label": "WordPress",
"language": "php",
"filename": "functions.php",
"code": "<?php\n// In your theme's functions.php or a small mu-plugin\nadd_action('send_headers', function () {\n header('Content-Signal: search=yes, ai-input=yes, ai-train=no');\n});\n\n// Optional: also append the directive to the dynamic robots.txt\nadd_filter('robots_txt', function ($output) {\n return $output . \"\\nContent-Signal: search=yes, ai-input=yes, ai-train=no\\n\";\n}, 10, 1);"
},
{
"id": "nextjs",
"label": "Next.js",
"language": "typescript",
"filename": "middleware.ts",
"code": "// middleware.ts (Next.js 13+ App Router or Pages Router)\nimport { NextResponse } from 'next/server';\nexport function middleware() {\n const res = NextResponse.next();\n res.headers.set(\n 'Content-Signal',\n 'search=yes, ai-input=yes, ai-train=no'\n );\n return res;\n}\nexport const config = { matcher: '/:path*' };"
},
{
"id": "cloudflare",
"label": "Cloudflare Workers",
"language": "javascript",
"filename": "worker.js",
"code": "// Cloudflare Worker that proxies your origin and adds the header\nexport default {\n async fetch(request, env, ctx) {\n const res = await fetch(request);\n const newRes = new Response(res.body, res);\n newRes.headers.set(\n 'Content-Signal',\n 'search=yes, ai-input=yes, ai-train=no'\n );\n return newRes;\n },\n};"
},
{
"id": "express",
"label": "Express / Fastify",
"language": "javascript",
"filename": "server.js",
"code": "// Express\napp.use((req, res, next) => {\n res.setHeader('Content-Signal', 'search=yes, ai-input=yes, ai-train=no');\n next();\n});\n\n// Fastify\nfastify.addHook('onSend', (request, reply, payload, done) => {\n reply.header('Content-Signal', 'search=yes, ai-input=yes, ai-train=no');\n done();\n});"
}
]
},
{
"id": "add_markdown_negotiation",
"title": "Support Markdown for Agents",
"description": "Let AI agents request a clean Markdown version of any page via content negotiation, .md alternate URLs, link tags or Link headers.",
"language": "html",
"code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">",
"filename": "<head>",
"stacks": [
{
"id": "html",
"label": "HTML <head>",
"language": "html",
"filename": "<head>",
"code": "<!-- Mechanism 3: link tag advertising the .md alternate -->\n<link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
},
{
"id": "express",
"label": "Express",
"language": "javascript",
"filename": "server.js",
"code": "// Mechanisms 1 + 4: content negotiation + Link header\napp.get('/page', (req, res) => {\n res.setHeader('Vary', 'Accept');\n res.setHeader('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n if ((req.headers.accept || '').includes('text/markdown')) {\n res.type('text/markdown; charset=utf-8');\n return res.send(renderMarkdown('page'));\n }\n res.render('page');\n});"
},
{
"id": "fastify",
"label": "Fastify",
"language": "javascript",
"filename": "server.js",
"code": "// Mechanisms 1 + 4: content negotiation + Link header\nfastify.get('/page', async (req, reply) => {\n reply.header('Vary', 'Accept');\n reply.header('Link', '</page.md>; rel=\"alternate\"; type=\"text/markdown\"');\n if ((req.headers.accept || '').includes('text/markdown')) {\n return reply.type('text/markdown; charset=utf-8').send(renderMarkdown('page'));\n }\n return reply.view('/page.ejs');\n});"
},
{
"id": "nextjs",
"label": "Next.js",
"language": "typescript",
"filename": "app/page/route.ts",
"code": "// Next.js App Router — Route Handler returning Markdown\nimport { NextRequest } from 'next/server';\nimport { renderMarkdown } from '@/lib/md';\nexport async function GET(req: NextRequest) {\n const accept = req.headers.get('accept') || '';\n if (accept.includes('text/markdown')) {\n return new Response(await renderMarkdown('page'), {\n headers: {\n 'Content-Type': 'text/markdown; charset=utf-8',\n 'Vary': 'Accept',\n },\n });\n }\n // Fall through to the page component\n return new Response(null, { status: 404 });\n}"
},
{
"id": "wordpress",
"label": "WordPress",
"language": "php",
"filename": "functions.php",
"code": "<?php\n// Mechanism 1: respond to Accept: text/markdown on the same URL\nadd_action('template_redirect', function () {\n if (!is_singular()) return;\n $accept = $_SERVER['HTTP_ACCEPT'] ?? '';\n if (strpos($accept, 'text/markdown') === false) return;\n header('Content-Type: text/markdown; charset=utf-8');\n header('Vary: Accept');\n $post = get_queried_object();\n echo \"# \" . get_the_title($post) . \"\\n\\n\";\n echo wp_strip_all_tags(apply_filters('the_content', $post->post_content));\n exit;\n});"
},
{
"id": "static",
"label": "Hugo / Jekyll / Astro",
"language": "txt",
"filename": "static/page.md",
"code": "# Mechanism 2: serve .md alongside .html\n# Hugo: place page.md in /static/ — built unchanged\n# Jekyll: drop page.md in /assets/ — copied as-is\n# Astro: src/pages/page.md.ts that exports a GET returning markdown\n\n# Then advertise with mechanism 3 in <head>:\n# <link rel=\"alternate\" type=\"text/markdown\" href=\"/page.md\">"
}
]
}
]
}
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.
배지 삽입
이 배지를 사이트에 추가하세요. AI 준비도 점수가 변경되면 자동으로 업데이트됩니다.
<script src="https://agentready.md/badge.js" data-id="5c2f89b5-8355-4fcc-b327-fdb901fc1cc8" data-domain="mcpdir.net"></script>
[](https://agentready.md/ko/r/5c2f89b5-8355-4fcc-b327-fdb901fc1cc8)
곧 출시: 전체 도메인 분석
전체 도메인을 크롤링하고, llms.txt를 생성하고, AI 준비도 점수를 시간에 따라 모니터링하세요. 대기자 명단에 등록하여 알림을 받으세요.