{
  "version": "1.0",
  "servers": {
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      "grade": "B+",
      "score": 88.0,
      "name": "PostgreSQL MCP Server"
    },
    "awkoy-notion": {
      "grade": "A+",
      "score": 96.0,
      "name": "Notion MCP (awkoy)"
    },
    "danhilse-notion": {
      "grade": "B+",
      "score": 84.0,
      "name": "Notion MCP (danhilse)"
    },
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      "grade": "A+",
      "score": 96.0,
      "name": "zapier/zapier-mcp"
    },
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      "score": 95.7,
      "name": "MySQL MCP Server"
    },
    "ros-mcp": {
      "grade": "D-",
      "score": 59.7,
      "name": "ROS MCP Server"
    },
    "axiom-mcp": {
      "grade": "A-",
      "score": 87.4,
      "name": "Axiom MCP Server"
    },
    "dagster-mcp": {
      "grade": "D-",
      "score": 59.7,
      "name": "Dagster MCP"
    },
    "homeassistant-mcp": {
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      "score": 59.4,
      "name": "Home Assistant MCP"
    },
    "sqlite": {
      "grade": "A+",
      "score": 99.7,
      "name": "SQLite MCP Server"
    },
    "e2b": {
      "grade": "A+",
      "score": 95.1,
      "name": "E2B MCP Server"
    },
    "kafka-mcp": {
      "grade": "D-",
      "score": 58.5,
      "name": "kafka-mcp"
    },
    "bigquery-mcp": {
      "grade": "B+",
      "score": 83.1,
      "name": "BigQuery MCP"
    },
    "google-tasks-mcp": {
      "grade": "B",
      "score": 81.9,
      "name": "Google Tasks MCP"
    },
    "mcp-gdrive": {
      "grade": "A+",
      "score": 97.3,
      "name": "Google Drive MCP (isaacphi)"
    },
    "zoom-transcript-mcp": {
      "grade": "A",
      "score": 93.3,
      "name": "Zoom Transcript MCP"
    },
    "weather-mcp": {
      "grade": "D+",
      "score": 65.6,
      "name": "OpenWeather MCP Server"
    },
    "windbg": {
      "grade": "A",
      "score": 91.1,
      "name": "WinDbg MCP"
    },
    "colab": {
      "grade": "A-",
      "score": 89.6,
      "name": "Google Colab MCP"
    },
    "codex-mcp": {
      "grade": "D-",
      "score": 58.5,
      "name": "Codex MCP Server"
    },
    "flightradar-mcp": {
      "grade": "B-",
      "score": 77.3,
      "name": "Flightradar24 MCP"
    },
    "slack": {
      "grade": "D-",
      "score": 57.3,
      "name": "Slack MCP Server"
    },
    "mcp-youtube": {
      "grade": "A+",
      "score": 97.3,
      "name": "mcp-youtube"
    },
    "lancedb-mcp": {
      "grade": "C+",
      "score": 73.0,
      "name": "LanceDB MCP (Official)"
    },
    "prometheus-mcp": {
      "grade": "F",
      "score": 56.7,
      "name": "Prometheus MCP Server"
    },
    "ytt-mcp": {
      "grade": "A-",
      "score": 88.1,
      "name": "ytt-mcp (YouTube Transcript)"
    },
    "splunk-mcp": {
      "grade": "F",
      "score": 56.1,
      "name": "Splunk MCP (Official)"
    },
    "mcp-installer": {
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      "score": 95.5,
      "name": "MCP Installer"
    },
    "sourcegraph-mcp": {
      "grade": "F",
      "score": 54.6,
      "name": "Sourcegraph MCP (Official)"
    },
    "twilio-mcp": {
      "grade": "A",
      "score": 90.5,
      "name": "Twilio SMS"
    },
    "pinecone-official": {
      "grade": "B-",
      "score": 78.3,
      "name": "Pinecone Assistant MCP"
    },
    "vault-mcp": {
      "grade": "F",
      "score": 53.4,
      "name": "HashiCorp Vault MCP"
    },
    "shadcn": {
      "grade": "F",
      "score": 53.4,
      "name": "shadcn-ui MCP"
    },
    "git": {
      "grade": "F",
      "score": 54.0,
      "name": "Git MCP Server"
    },
    "mark3labs-filesystem": {
      "grade": "F",
      "score": 53.1,
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    },
    "flyio-mcp": {
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      "score": 91.4,
      "name": "Fly.io MCP (Official)"
    },
    "hf-mcp": {
      "grade": "F",
      "score": 51.3,
      "name": "HuggingFace MCP"
    },
    "puppeteer": {
      "grade": "F",
      "score": 55.2,
      "name": "Puppeteer MCP Server"
    },
    "dynatrace-mcp": {
      "grade": "D-",
      "score": 58.8,
      "name": "Dynatrace MCP"
    },
    "calclavia-obsidian": {
      "grade": "C-",
      "score": 68.6,
      "name": "Obsidian MCP (calclavia)"
    },
    "box-mcp": {
      "grade": "F",
      "score": 50.4,
      "name": "Box MCP Server"
    },
    "eslint-mcp": {
      "grade": "B-",
      "score": 78.0,
      "name": "ESLint MCP Server"
    },
    "metabase-mcp": {
      "grade": "D-",
      "score": 57.9,
      "name": "Metabase MCP (Community)"
    },
    "browsermcp": {
      "grade": "F",
      "score": 49.2,
      "name": "BrowserMCP"
    },
    "discord-v3-mcp": {
      "grade": "C",
      "score": 72.4,
      "name": "Discord MCP"
    },
    "jina-mcp": {
      "grade": "F",
      "score": 48.0,
      "name": "Jina AI MCP"
    },
    "anyquery": {
      "grade": "F",
      "score": 47.4,
      "name": "Anyquery"
    },
    "mcp-feedback-enhanced": {
      "grade": "B+",
      "score": 83.4,
      "name": "MCP Feedback Enhanced"
    },
    "polygon-mcp": {
      "grade": "C-",
      "score": 67.0,
      "name": "Polygon.io MCP"
    },
    "groq-mcp": {
      "grade": "F",
      "score": 45.6,
      "name": "Groq MCP Server"
    },
    "mixpanel-moonbirdai": {
      "grade": "C+",
      "score": 76.5,
      "name": "moonbirdai/mixpanel-mcp-server"
    },
    "trello-mcp": {
      "grade": "F",
      "score": 44.4,
      "name": "delorenj/mcp-server-trello"
    },
    "godot-mcp": {
      "grade": "F",
      "score": 48.3,
      "name": "Godot MCP"
    },
    "brave": {
      "grade": "F",
      "score": 42.3,
      "name": "Brave Search MCP Server"
    },
    "langfuse-mcp": {
      "grade": "B-",
      "score": 77.4,
      "name": "Langfuse MCP (Official)"
    },
    "airflow-mcp": {
      "grade": "F",
      "score": 42.0,
      "name": "Apache Airflow MCP"
    },
    "korotovsky-slack": {
      "grade": "F",
      "score": 41.1,
      "name": "Slack MCP (korotovsky)"
    },
    "time": {
      "grade": "A",
      "score": 91.9,
      "name": "Time MCP Server"
    },
    "fastapi-mcp": {
      "grade": "F",
      "score": 45.6,
      "name": "FastAPI-MCP"
    },
    "clickup-mcp": {
      "grade": "F",
      "score": 45.3,
      "name": "ClickUp MCP Server"
    },
    "zendesk-mcp": {
      "grade": "F",
      "score": 54.6,
      "name": "Zendesk MCP Server"
    },
    "discord-hanweg": {
      "grade": "F",
      "score": 52.4,
      "name": "Discord MCP (hanweg)"
    },
    "ghidra": {
      "grade": "F",
      "score": 44.4,
      "name": "GhidraMCP"
    },
    "deepwiki-mcp": {
      "grade": "F",
      "score": 42.3,
      "name": "DeepWiki MCP"
    },
    "dbhub": {
      "grade": "D+",
      "score": 66.3,
      "name": "dbhub"
    },
    "klaviyo-mcp": {
      "grade": "F",
      "score": 53.1,
      "name": "Klaviyo MCP (Community)"
    },
    "square-mcp": {
      "grade": "C",
      "score": 72.7,
      "name": "Square MCP Server (Official)"
    },
    "doppler-mcp": {
      "grade": "F",
      "score": 44.4,
      "name": "Doppler MCP (Official)"
    },
    "xiaohongshu": {
      "grade": "F",
      "score": 40.2,
      "name": "Xiaohongshu MCP Server"
    },
    "sequentialthinking": {
      "grade": "F",
      "score": 25.5,
      "name": "Sequential Thinking"
    },
    "googlemaps": {
      "grade": "D-",
      "score": 57.0,
      "name": "Google Maps MCP Server"
    },
    "github": {
      "grade": "F",
      "score": 20.1,
      "name": "GitHub MCP Server"
    },
    "qdrant": {
      "grade": "D+",
      "score": 66.9,
      "name": "Qdrant MCP"
    },
    "newrelic-mcp": {
      "grade": "F",
      "score": 54.7,
      "name": "New Relic MCP (Official)"
    },
    "memory": {
      "grade": "F",
      "score": 38.4,
      "name": "Memory MCP Server"
    },
    "sentry": {
      "grade": "F",
      "score": 36.6,
      "name": "Sentry MCP Server"
    },
    "linkedin": {
      "grade": "F",
      "score": 36.6,
      "name": "LinkedIn MCP"
    },
    "universal-db": {
      "grade": "F",
      "score": 36.6,
      "name": "Universal DB MCP"
    },
    "spotify-mcp": {
      "grade": "F",
      "score": 36.6,
      "name": "Spotify MCP"
    },
    "line-bot-mcp": {
      "grade": "F",
      "score": 36.3,
      "name": "LINE Bot MCP Server"
    },
    "chunkhound": {
      "grade": "F",
      "score": 36.3,
      "name": "chunkhound"
    },
    "gsc-mcp": {
      "grade": "F",
      "score": 36.0,
      "name": "Google Search Console MCP"
    },
    "circleci-mcp": {
      "grade": "F",
      "score": 43.8,
      "name": "CircleCI MCP Server"
    },
    "fetch": {
      "grade": "D",
      "score": 62.4,
      "name": "Fetch MCP Server"
    },
    "kagi-mcp": {
      "grade": "D",
      "score": 62.2,
      "name": "Kagi Search MCP"
    },
    "monday-mcp": {
      "grade": "F",
      "score": 46.2,
      "name": "monday.com MCP"
    },
    "obsidian": {
      "grade": "C-",
      "score": 68.6,
      "name": "Obsidian MCP (MarkusPfundstein)"
    },
    "upstash-mcp": {
      "grade": "F",
      "score": 38.1,
      "name": "Upstash MCP (Official)"
    },
    "temporal-mcp": {
      "grade": "F",
      "score": 56.7,
      "name": "Temporal MCP (Community)"
    },
    "mem0": {
      "grade": "F",
      "score": 44.7,
      "name": "Mem0 MCP"
    },
    "whatsapp": {
      "grade": "F",
      "score": 32.4,
      "name": "WhatsApp MCP"
    },
    "planetscale-mcp": {
      "grade": "F",
      "score": 32.4,
      "name": "planetscale/mcp-server"
    },
    "webex-mcp": {
      "grade": "F",
      "score": 38.1,
      "name": "Webex (Cisco)"
    },
    "dbt-mcp": {
      "grade": "F",
      "score": 29.7,
      "name": "dbt MCP (Official)"
    },
    "opensearch-mcp": {
      "grade": "F",
      "score": 24.3,
      "name": "OpenSearch MCP Server (Official)"
    },
    "amplitude-mcp": {
      "grade": "F",
      "score": 44.1,
      "name": "Amplitude MCP (Official)"
    },
    "milvus-mcp": {
      "grade": "F",
      "score": 27.9,
      "name": "Milvus MCP (Official)"
    },
    "unity-mcp": {
      "grade": "F",
      "score": 48.0,
      "name": "CoderGamester/mcp-unity"
    },
    "pinecone-sirmews": {
      "grade": "F",
      "score": 54.9,
      "name": "Pinecone MCP"
    },
    "browserbase": {
      "grade": "F",
      "score": 33.6,
      "name": "Browserbase MCP"
    },
    "weaviate": {
      "grade": "D-",
      "score": 57.5,
      "name": "Weaviate MCP"
    },
    "telegram-mcp": {
      "grade": "F",
      "score": 28.8,
      "name": "Telegram MCP (chigwell)"
    },
    "linear": {
      "grade": "F",
      "score": 38.7,
      "name": "Linear MCP"
    },
    "gmail-mcp": {
      "grade": "F",
      "score": 28.2,
      "name": "Gmail MCP"
    },
    "discord-barryyip": {
      "grade": "F",
      "score": 27.9,
      "name": "Discord MCP (barryyip0625)"
    },
    "vercel-next": {
      "grade": "F",
      "score": 27.3,
      "name": "Vercel Next DevTools"
    },
    "playwright": {
      "grade": "F",
      "score": 27.0,
      "name": "Playwright MCP Server"
    },
    "serena": {
      "grade": "F",
      "score": 27.0,
      "name": "Serena"
    },
    "duckduckgo-mcp": {
      "grade": "F",
      "score": 26.1,
      "name": "DuckDuckGo MCP"
    },
    "algolia-mcp": {
      "grade": "F",
      "score": 26.4,
      "name": "Algolia MCP (Official)"
    },
    "web-eval-agent": {
      "grade": "F",
      "score": 26.1,
      "name": "Web Eval Agent"
    },
    "google-sheets": {
      "grade": "F",
      "score": 25.8,
      "name": "Google Sheets MCP"
    },
    "mobile-mcp": {
      "grade": "F",
      "score": 25.8,
      "name": "Mobile MCP"
    },
    "gitlab-mcp": {
      "grade": "F",
      "score": 25.5,
      "name": "GitLab MCP Server"
    },
    "mcp-taskmanager": {
      "grade": "F",
      "score": 25.2,
      "name": "MCP Taskmanager"
    },
    "filesystem": {
      "grade": "F",
      "score": 24.9,
      "name": "Filesystem MCP Server"
    },
    "chrome-devtools": {
      "grade": "F",
      "score": 24.9,
      "name": "Chrome DevTools MCP Server"
    },
    "sendgrid-mcp": {
      "grade": "F",
      "score": 32.7,
      "name": "SendGrid MCP"
    },
    "redis-mcp": {
      "grade": "F",
      "score": 24.6,
      "name": "Redis MCP Server"
    },
    "loom-mcp": {
      "grade": "F",
      "score": 28.5,
      "name": "Loom MCP (Community)"
    },
    "genai-toolbox": {
      "grade": "F",
      "score": 24.3,
      "name": "Google genai-toolbox"
    },
    "excel": {
      "grade": "F",
      "score": 31.8,
      "name": "Excel MCP Server"
    },
    "neon": {
      "grade": "F",
      "score": 23.7,
      "name": "Neon MCP"
    },
    "supabase": {
      "grade": "F",
      "score": 31.5,
      "name": "Supabase MCP"
    },
    "pagerduty-mcp": {
      "grade": "F",
      "score": 25.5,
      "name": "PagerDuty MCP Server"
    },
    "playwright-ms": {
      "grade": "F",
      "score": 27.3,
      "name": "Playwright MCP (Microsoft)"
    },
    "influxdb-mcp": {
      "grade": "F",
      "score": 22.8,
      "name": "InfluxDB MCP Server (Official)"
    },
    "stripe": {
      "grade": "F",
      "score": 22.5,
      "name": "Stripe Agent Toolkit MCP Server"
    },
    "figma": {
      "grade": "F",
      "score": 21.9,
      "name": "Figma-Context-MCP"
    },
    "atlassian": {
      "grade": "D",
      "score": 62.2,
      "name": "Atlassian MCP Server"
    },
    "chroma": {
      "grade": "F",
      "score": 45.9,
      "name": "Chroma MCP"
    },
    "asana-mcp": {
      "grade": "F",
      "score": 28.8,
      "name": "Asana MCP Server"
    },
    "mongodb-lens": {
      "grade": "D",
      "score": 60.0,
      "name": "MongoDB Lens"
    },
    "salesforce-mcp": {
      "grade": "F",
      "score": 24.0,
      "name": "Salesforce CLI MCP"
    },
    "terraform": {
      "grade": "F",
      "score": 19.5,
      "name": "Terraform MCP"
    },
    "markdownify": {
      "grade": "D-",
      "score": 59.1,
      "name": "Markdownify MCP"
    },
    "magic-mcp": {
      "grade": "F",
      "score": 18.3,
      "name": "magic-mcp"
    },
    "azure-devops": {
      "grade": "F",
      "score": 21.9,
      "name": "Azure DevOps MCP"
    },
    "arxiv-mcp": {
      "grade": "F",
      "score": 25.4,
      "name": "arXiv MCP Server"
    },
    "argocd-mcp": {
      "grade": "F",
      "score": 37.2,
      "name": "ArgoCD MCP"
    },
    "exa": {
      "grade": "F",
      "score": 21.0,
      "name": "Exa MCP Server"
    },
    "chart": {
      "grade": "F",
      "score": 16.5,
      "name": "Chart MCP Server"
    },
    "apple-docs": {
      "grade": "F",
      "score": 16.2,
      "name": "Apple Docs MCP"
    },
    "plaid-mcp": {
      "grade": "F",
      "score": 15.9,
      "name": "Plaid AI Coding Toolkit"
    },
    "firebase-mcp": {
      "grade": "F",
      "score": 23.7,
      "name": "Firebase MCP Server (Official)"
    },
    "perplexity": {
      "grade": "F",
      "score": 15.6,
      "name": "Perplexity MCP Server"
    },
    "snowflake-mcp": {
      "grade": "F",
      "score": 19.5,
      "name": "Snowflake MCP Server"
    },
    "google-workspace": {
      "grade": "F",
      "score": 22.8,
      "name": "Google Workspace MCP"
    },
    "mcp-everything": {
      "grade": "F",
      "score": 54.6,
      "name": "MCP Everything (Reference)"
    },
    "blender": {
      "grade": "F",
      "score": 22.2,
      "name": "Blender MCP Server"
    },
    "minimax": {
      "grade": "F",
      "score": 12.6,
      "name": "MiniMax MCP"
    },
    "aws": {
      "grade": "F",
      "score": 16.2,
      "name": "AWS MCP Server"
    },
    "wandb-mcp": {
      "grade": "F",
      "score": 28.2,
      "name": "W&B MCP Server (Official)"
    },
    "github-official": {
      "grade": "F",
      "score": 20.1,
      "name": "GitHub MCP Server (Official)"
    },
    "postman-mcp": {
      "grade": "F",
      "score": 20.1,
      "name": "Postman MCP Server"
    },
    "bitwarden-mcp": {
      "grade": "F",
      "score": 34.5,
      "name": "Bitwarden"
    },
    "cloudflare": {
      "grade": "F",
      "score": 11.4,
      "name": "Cloudflare Radar MCP Server"
    },
    "mslearn": {
      "grade": "F",
      "score": 15.3,
      "name": "Microsoft Learn MCP"
    },
    "freshdesk-mcp": {
      "grade": "F",
      "score": 49.8,
      "name": "Freshdesk MCP (Community)"
    },
    "databricks-mcp": {
      "grade": "F",
      "score": 29.7,
      "name": "Databricks MCP"
    },
    "ea-playwright": {
      "grade": "F",
      "score": 29.4,
      "name": "Playwright MCP (executeautomation)"
    },
    "pal": {
      "grade": "F",
      "score": 9.0,
      "name": "PAL MCP Server"
    },
    "alexander-supabase": {
      "grade": "F",
      "score": 8.4,
      "name": "Supabase MCP (alexander-zuev)"
    },
    "tavily": {
      "grade": "F",
      "score": 8.1,
      "name": "Tavily MCP Server"
    },
    "n8n-mcp": {
      "grade": "F",
      "score": 15.9,
      "name": "n8n-mcp"
    },
    "kubernetes": {
      "grade": "F",
      "score": 21.9,
      "name": "Kubernetes MCP"
    },
    "mcp-chrome": {
      "grade": "F",
      "score": 12.9,
      "name": "mcp-chrome"
    },
    "snyk-mcp": {
      "grade": "F",
      "score": 3.3,
      "name": "Snyk MCP (Official)"
    },
    "mongodb": {
      "grade": "F",
      "score": 42.0,
      "name": "MongoDB MCP"
    },
    "ga4": {
      "grade": "F",
      "score": 0.0,
      "name": "Google Analytics (GA4) MCP Server"
    },
    "prefect-mcp": {
      "grade": "F",
      "score": 24.3,
      "name": "Prefect MCP (Official)"
    },
    "sentry-official": {
      "grade": "F",
      "score": 0.0,
      "name": "Sentry MCP (Official)"
    },
    "infisical-mcp": {
      "grade": "F",
      "score": 39.6,
      "name": "Infisical MCP (Official)"
    },
    "context7": {
      "grade": "F",
      "score": 38.4,
      "name": "Context7 MCP Server"
    },
    "suekou-notion": {
      "grade": "F",
      "score": 20.4,
      "name": "Notion MCP (suekou)"
    },
    "railway-mcp": {
      "grade": "F",
      "score": 35.4,
      "name": "Railway MCP (Official)"
    },
    "okta-mcp": {
      "grade": "F",
      "score": 26.7,
      "name": "Okta MCP Server (Official)"
    },
    "contentful-mcp": {
      "grade": "F",
      "score": 29.4,
      "name": "Contentful MCP (Official)"
    },
    "firecrawl": {
      "grade": "F",
      "score": 35.8,
      "name": "Firecrawl MCP Server"
    },
    "apify": {
      "grade": "F",
      "score": 32.7,
      "name": "Apify Actors MCP"
    },
    "auth0-mcp": {
      "grade": "F",
      "score": 31.8,
      "name": "auth0/auth0-mcp-server"
    },
    "confluence-mcp": {
      "grade": "F",
      "score": 23.7,
      "name": "Confluence MCP (aashari)"
    },
    "desktop-commander": {
      "grade": "F",
      "score": 10.8,
      "name": "Desktop Commander MCP Server"
    },
    "xero-mcp": {
      "grade": "F",
      "score": 29.7,
      "name": "Xero MCP (Official)"
    },
    "jira-mcp": {
      "grade": "F",
      "score": 22.2,
      "name": "Jira MCP (aashari)"
    },
    "datadog-mcp": {
      "grade": "F",
      "score": 28.2,
      "name": "Datadog MCP Server"
    },
    "resend": {
      "grade": "F",
      "score": 27.9,
      "name": "Resend MCP"
    },
    "todoist-mcp": {
      "grade": "F",
      "score": 27.6,
      "name": "Todoist"
    },
    "cloudinary-mcp": {
      "grade": "F",
      "score": 27.3,
      "name": "Cloudinary"
    },
    "docker-mcp": {
      "grade": "F",
      "score": 27.0,
      "name": "Docker MCP"
    },
    "google-calendar-mcp": {
      "grade": "F",
      "score": 26.7,
      "name": "Google Calendar"
    },
    "miro-mcp": {
      "grade": "F",
      "score": 26.4,
      "name": "Miro MCP Server"
    },
    "shopify": {
      "grade": "F",
      "score": 26.1,
      "name": "Shopify MCP Server"
    },
    "drawio": {
      "grade": "F",
      "score": 24.9,
      "name": "Draw.io MCP Server"
    },
    "grafana": {
      "grade": "F",
      "score": 21.9,
      "name": "Grafana MCP"
    },
    "confluent-mcp": {
      "grade": "F",
      "score": 19.8,
      "name": "Confluent Kafka MCP"
    },
    "notion": {
      "grade": "F",
      "score": 19.8,
      "name": "Notion MCP Server"
    },
    "browser-tools-mcp": {
      "grade": "D",
      "score": 60.0,
      "name": "AgentDeskAI Browser Tools MCP"
    },
    "elasticsearch-mcp": {
      "grade": "B",
      "score": 82.5,
      "name": "Elasticsearch MCP Server"
    },
    "hubspot-mcp": {
      "grade": "F",
      "score": 52.8,
      "name": "HubSpot MCP Server"
    },
    "airtable-mcp": {
      "grade": "F",
      "score": 36.0,
      "name": "Airtable MCP Server"
    }
  }
}