{
  "name": "Best MCP Servers, Live Leaderboard",
  "source": "https://zplatform.ai",
  "page": "https://zplatform.ai/best-mcp-servers/",
  "cite_as": "zplatform.ai, Best MCP Servers leaderboard, 2026-06-30",
  "license": "CC BY 4.0",
  "updated": "2026-06-30T05:51:42.521Z",
  "update_frequency": "weekly",
  "notes": {
    "ranking": "Quality score (0-100): 35% adoption, 15% growth, 25% maintenance, 15% trust, 10% security.",
    "adoption": "GitHub stars + weekly package downloads are adoption proxies, not exact install counts.",
    "star_trend_pct_30d": "Change in GitHub stars vs ~30 days ago, from weekly snapshots. Null until history accrues.",
    "official": "First-party: published under a vendor-owned, verified namespace (vs community/aggregator).",
    "security_status": "From the GitHub Advisory Database, mapped per npm/PyPI package. \"unknown\" when no queryable package."
  },
  "sources": [
    "Official MCP Registry",
    "GitHub REST API",
    "npm/PyPI download stats",
    "GitHub Advisory Database"
  ],
  "server_count": 240,
  "total_github_stars": 602354,
  "servers": [
    {
      "rank": 1,
      "name": "io.github.bytedance/mcp-server-browser",
      "title": "mcp-server-browser",
      "slug": "io-github-bytedance-mcp-server-browser",
      "category": "search-web",
      "repository": "https://github.com/bytedance/UI-TARS-desktop",
      "official": true,
      "registry_status": "active",
      "github_stars": 37396,
      "weekly_downloads": 917,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-18T03:47:02.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio",
        "sse",
        "streamable-http"
      ],
      "security_status": "no_known_advisory",
      "license": "Apache-2.0",
      "quality_score": 94,
      "editorial_note": "Part of ByteDance's UI-TARS toolkit, this server gives an AI browser-use control. It is well-engineered and rides a 37k-star repo, but it is one of four reference servers in a monorepo, so treat the star count as the repo's, not this single tool's."
    },
    {
      "rank": 2,
      "name": "io.github.bytedance/mcp-server-commands",
      "title": "mcp-server-commands",
      "slug": "io-github-bytedance-mcp-server-commands",
      "category": "developer-tools",
      "repository": "https://github.com/bytedance/UI-TARS-desktop",
      "official": true,
      "registry_status": "active",
      "github_stars": 37396,
      "weekly_downloads": 169,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-18T03:47:02.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio",
        "sse",
        "streamable-http"
      ],
      "security_status": "no_known_advisory",
      "license": "Apache-2.0",
      "quality_score": 94,
      "editorial_note": "ByteDance's server for running arbitrary shell commands from an AI. Genuinely useful for agentic dev work and inherently dangerous: it hands an assistant a terminal, so sandbox it and never point it at a machine you care about unsupervised."
    },
    {
      "rank": 3,
      "name": "io.github.bytedance/mcp-server-filesystem",
      "title": "mcp-server-filesystem",
      "slug": "io-github-bytedance-mcp-server-filesystem",
      "category": "productivity",
      "repository": "https://github.com/bytedance/UI-TARS-desktop",
      "official": true,
      "registry_status": "active",
      "github_stars": 37396,
      "weekly_downloads": 279,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-18T03:47:02.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio",
        "sse",
        "streamable-http"
      ],
      "security_status": "no_known_advisory",
      "license": "Apache-2.0",
      "quality_score": 94,
      "editorial_note": "A clean filesystem-access server from ByteDance's UI-TARS project. Reading and writing local files is the bread-and-butter MCP use case; scope it to a project directory rather than your whole disk."
    },
    {
      "rank": 4,
      "name": "io.github.bytedance/mcp-server-search",
      "title": "mcp-server-search",
      "slug": "io-github-bytedance-mcp-server-search",
      "category": "search-web",
      "repository": "https://github.com/bytedance/UI-TARS-desktop",
      "official": true,
      "registry_status": "active",
      "github_stars": 37396,
      "weekly_downloads": 74,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-18T03:47:02.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio",
        "sse",
        "streamable-http"
      ],
      "security_status": "no_known_advisory",
      "license": "Apache-2.0",
      "quality_score": 94,
      "editorial_note": "ByteDance's web-search server, part of the UI-TARS toolkit. A solid way to give an assistant fresh search results, though you will want to confirm which search backend it calls before relying on it."
    },
    {
      "rank": 5,
      "name": "io.github.ChromeDevTools/chrome-devtools-mcp",
      "title": "Chrome DevTools MCP",
      "slug": "io-github-chromedevtools-chrome-devtools-mcp",
      "category": "developer-tools",
      "repository": "https://github.com/ChromeDevTools/chrome-devtools-mcp",
      "official": true,
      "registry_status": "active",
      "github_stars": 44723,
      "weekly_downloads": 3090449,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-29T14:53:02.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "patched",
      "license": "Apache-2.0",
      "quality_score": 92,
      "editorial_note": "Google's own MCP server for Chrome DevTools. It lets an assistant inspect the DOM, read console and network logs, and drive a real Chrome instance for debugging and performance audits. First-party, actively maintained, and the obvious pick if you want an AI to debug a live page."
    },
    {
      "rank": 6,
      "name": "com.puter/mcp-server",
      "title": "mcp-server",
      "slug": "com-puter-mcp-server",
      "category": "productivity",
      "repository": "https://github.com/HeyPuter/puter",
      "official": true,
      "registry_status": "active",
      "github_stars": 42526,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-29T19:33:01.000Z",
      "actively_maintained": true,
      "transports": [
        "streamable-http"
      ],
      "security_status": "unknown",
      "license": "AGPL-3.0",
      "quality_score": 91,
      "editorial_note": "Connects an AI to Puter, a web-based operating system, to manage files, sites, and workers. Broad surface area is the appeal and the caution: review exactly what you are granting before you wire it in."
    },
    {
      "rank": 7,
      "name": "dev.ohmyposh/validator",
      "title": "Oh My Posh Validator",
      "slug": "dev-ohmyposh-validator",
      "category": "other",
      "repository": "https://github.com/JanDeDobbeleer/oh-my-posh",
      "official": true,
      "registry_status": "active",
      "github_stars": 22942,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-30T00:04:08.000Z",
      "actively_maintained": true,
      "transports": [
        "streamable-http"
      ],
      "security_status": "unknown",
      "license": "MIT",
      "quality_score": 91
    },
    {
      "rank": 8,
      "name": "io.github.Skyvern-AI/skyvern",
      "title": "Skyvern",
      "slug": "io-github-skyvern-ai-skyvern",
      "category": "search-web",
      "repository": "https://github.com/Skyvern-AI/skyvern",
      "official": true,
      "registry_status": "active",
      "github_stars": 22042,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-30T03:46:03.000Z",
      "actively_maintained": true,
      "transports": [
        "streamable-http"
      ],
      "security_status": "unknown",
      "license": "AGPL-3.0",
      "quality_score": 91,
      "editorial_note": "A vision-plus-LLM browser-automation agent that navigates, clicks, and fills forms. Popular for scraping and RPA-style flows. Powerful, but autonomous browsing on live sites deserves guardrails and respect for each site's terms."
    },
    {
      "rank": 9,
      "name": "io.github.D4Vinci/Scrapling",
      "title": "Scrapling MCP Server",
      "slug": "io-github-d4vinci-scrapling",
      "category": "cloud",
      "repository": "https://github.com/D4Vinci/Scrapling",
      "official": false,
      "registry_status": "active",
      "github_stars": 67210,
      "weekly_downloads": 211908,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-29T22:21:14.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "BSD-3-Clause",
      "quality_score": 90,
      "editorial_note": "A stealth web-scraping server with real-browser and Cloudflare-bypass modes, and the highest star count in this list. Capable, but the bypass features put the ethical and legal burden squarely on you."
    },
    {
      "rank": 10,
      "name": "io.github.DeusData/codebase-memory-mcp",
      "title": "Codebase Memory",
      "slug": "io-github-deusdata-codebase-memory-mcp",
      "category": "ai-memory",
      "repository": "https://github.com/DeusData/codebase-memory-mcp",
      "official": false,
      "registry_status": "active",
      "github_stars": 21738,
      "weekly_downloads": 3081,
      "star_trend_pct_30d": 0.1,
      "last_updated": "2026-06-29T21:45:16.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "MIT",
      "quality_score": 90
    },
    {
      "rank": 11,
      "name": "io.github.airweave-ai/search",
      "title": "Airweave Search",
      "slug": "io-github-airweave-ai-search",
      "category": "search-web",
      "repository": "https://github.com/airweave-ai/airweave",
      "official": true,
      "registry_status": "active",
      "github_stars": 6461,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-05T09:52:19.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio",
        "streamable-http"
      ],
      "security_status": "no_known_advisory",
      "license": "MIT",
      "quality_score": 90
    },
    {
      "rank": 12,
      "name": "com.xcodebuildmcp/XcodeBuildMCP",
      "title": "XcodeBuildMCP",
      "slug": "com-xcodebuildmcp-xcodebuildmcp",
      "category": "productivity",
      "repository": "https://github.com/getsentry/XcodeBuildMCP",
      "official": true,
      "registry_status": "active",
      "github_stars": 6001,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-29T07:45:38.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "MIT",
      "quality_score": 90,
      "editorial_note": "Build, run, and manage Xcode projects and simulators from an AI. The go-to server for iOS and macOS development workflows, and one of the few that meaningfully helps native Apple developers."
    },
    {
      "rank": 13,
      "name": "io.github.cameroncooke/XcodeBuildMCP",
      "title": "XcodeBuildMCP",
      "slug": "io-github-cameroncooke-xcodebuildmcp",
      "category": "productivity",
      "repository": "https://github.com/cameroncooke/XcodeBuildMCP",
      "official": true,
      "registry_status": "active",
      "github_stars": 6001,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-29T07:45:38.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "MIT",
      "quality_score": 90
    },
    {
      "rank": 14,
      "name": "ai.com.mcp/skills-search",
      "title": "Agent Skills Search Server",
      "slug": "ai-com-mcp-skills-search",
      "category": "search-web",
      "repository": "https://github.com/agentskills/agentskills",
      "official": true,
      "registry_status": "active",
      "github_stars": 21249,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-05-20T17:23:06.000Z",
      "actively_maintained": true,
      "transports": [
        "streamable-http"
      ],
      "security_status": "unknown",
      "license": "Apache-2.0",
      "quality_score": 89
    },
    {
      "rank": 15,
      "name": "io.github.UI5/mcp-server",
      "title": "mcp-server",
      "slug": "io-github-ui5-mcp-server",
      "category": "developer-tools",
      "repository": "https://github.com/UI5/mcp-server",
      "official": true,
      "registry_status": "active",
      "github_stars": 89,
      "weekly_downloads": 90017,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-25T07:25:24.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "Apache-2.0",
      "quality_score": 89
    },
    {
      "rank": 16,
      "name": "io.github.PostHog/mcp",
      "title": "PostHog MCP Server",
      "slug": "io-github-posthog-mcp",
      "category": "developer-tools",
      "repository": "https://github.com/PostHog/posthog",
      "official": true,
      "registry_status": "active",
      "github_stars": 35232,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-30T05:36:02.000Z",
      "actively_maintained": true,
      "transports": [
        "streamable-http",
        "sse"
      ],
      "security_status": "unknown",
      "license": null,
      "quality_score": 88,
      "editorial_note": "PostHog's official server for product analytics, feature flags, and experiments. First-party and a genuinely good way to let an AI answer questions about your analytics instead of you building dashboards by hand."
    },
    {
      "rank": 17,
      "name": "io.github.CursorTouch/Windows-MCP",
      "title": "Windows-MCP",
      "slug": "io-github-cursortouch-windows-mcp",
      "category": "developer-tools",
      "repository": "https://github.com/CursorTouch/Windows-MCP",
      "official": true,
      "registry_status": "active",
      "github_stars": 6280,
      "weekly_downloads": 5529,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-25T16:35:07.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "patched",
      "license": "MIT",
      "quality_score": 88,
      "editorial_note": "A computer-use server that lets an AI control the Windows desktop. Impressive and genuinely risky: this is full desktop automation, so run it in a VM or sandbox, never on your daily driver."
    },
    {
      "rank": 18,
      "name": "com.microsoft/microsoft-fabric",
      "title": "Microsoft Fabric MCP Server",
      "slug": "com-microsoft-microsoft-fabric",
      "category": "other",
      "repository": "https://github.com/microsoft/mcp",
      "official": true,
      "registry_status": "active",
      "github_stars": 3383,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-30T03:22:09.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "MIT",
      "quality_score": 88
    },
    {
      "rank": 19,
      "name": "io.github.basicmachines-co/basic-memory",
      "title": "basic-memory",
      "slug": "io-github-basicmachines-co-basic-memory",
      "category": "ai-memory",
      "repository": "https://github.com/basicmachines-co/basic-memory.git",
      "official": true,
      "registry_status": "active",
      "github_stars": 3338,
      "weekly_downloads": 9612,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-29T04:53:30.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "AGPL-3.0",
      "quality_score": 88,
      "editorial_note": "Local-first knowledge management that syncs to plain Markdown files. One of the cleaner approaches to persistent AI memory: your data stays human-readable on disk instead of locked in a vector store."
    },
    {
      "rank": 20,
      "name": "io.github.GLips/Figma-Context-MCP",
      "title": "Figma-Context-MCP",
      "slug": "io-github-glips-figma-context-mcp",
      "category": "design",
      "repository": "https://github.com/GLips/Figma-Context-MCP",
      "official": false,
      "registry_status": "active",
      "github_stars": 15258,
      "weekly_downloads": 101426,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-24T18:15:18.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "patched",
      "license": "MIT",
      "quality_score": 87,
      "editorial_note": "Gives a coding agent structured access to your Figma files so it can implement designs in code. The most-used design server here, and a real time-saver for design-to-code, though output still needs a human pass."
    },
    {
      "rank": 21,
      "name": "io.github.bytebase/dbhub",
      "title": "DBHub",
      "slug": "io-github-bytebase-dbhub",
      "category": "databases",
      "repository": "https://github.com/bytebase/dbhub",
      "official": true,
      "registry_status": "active",
      "github_stars": 3060,
      "weekly_downloads": 26425,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-26T11:37:29.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "MIT",
      "quality_score": 87,
      "editorial_note": "A token-efficient, multi-database server (Postgres, MySQL, SQLite and more) from Bytebase. The lean design is the selling point: it keeps schema context small so the AI spends fewer tokens to query your data."
    },
    {
      "rank": 22,
      "name": "io.github.callstackincubator/agent-device",
      "title": "agent-device",
      "slug": "io-github-callstackincubator-agent-device",
      "category": "developer-tools",
      "repository": "https://github.com/callstackincubator/agent-device",
      "official": true,
      "registry_status": "active",
      "github_stars": 2965,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0.1,
      "last_updated": "2026-06-30T05:31:28.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "MIT",
      "quality_score": 87,
      "editorial_note": "Lets agents inspect, control, and debug real iOS, Android, and desktop devices. A strong fit for automated mobile and cross-platform testing workflows."
    },
    {
      "rank": 23,
      "name": "com.supabase/mcp",
      "title": "Supabase",
      "slug": "com-supabase-mcp",
      "category": "databases",
      "repository": "https://github.com/supabase/mcp",
      "official": true,
      "registry_status": "active",
      "github_stars": 2773,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-29T23:18:48.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio",
        "streamable-http"
      ],
      "security_status": "no_known_advisory",
      "license": "Apache-2.0",
      "quality_score": 87,
      "editorial_note": "Supabase's official server: query your database, manage projects, and run SQL through an AI. Convenient, but it is database access, so use a scoped key and a read-only role unless you truly need writes."
    },
    {
      "rank": 24,
      "name": "io.github.brightdata/brightdata-mcp",
      "title": "brightdata-mcp",
      "slug": "io-github-brightdata-brightdata-mcp",
      "category": "search-web",
      "repository": "https://github.com/brightdata/brightdata-mcp",
      "official": true,
      "registry_status": "active",
      "github_stars": 2475,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-21T08:55:29.000Z",
      "actively_maintained": true,
      "transports": [
        "stdio"
      ],
      "security_status": "no_known_advisory",
      "license": "MIT",
      "quality_score": 87,
      "editorial_note": "Bright Data's server for large-scale web search and extraction through their proxy network. Strong for serious data collection, but it is a commercial data service, not a free scraper."
    },
    {
      "rank": 25,
      "name": "ai.klavis/strata",
      "title": "strata",
      "slug": "ai-klavis-strata",
      "category": "other",
      "repository": "https://github.com/Klavis-AI/klavis",
      "official": true,
      "registry_status": "active",
      "github_stars": 5763,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-01T21:21:04.000Z",
      "actively_maintained": true,
      "transports": [
        "streamable-http"
      ],
      "security_status": "unknown",
      "license": "Apache-2.0",
      "quality_score": 86
    },
    {
      "rank": 26,
      "name": "com.mock-server/mockserver",
      "title": "mockserver",
      "slug": "com-mock-server-mockserver",
      "category": "devops-monitoring",
      "repository": "https://github.com/mock-server/mockserver-monorepo",
      "official": true,
      "registry_status": "active",
      "github_stars": 4904,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-30T00:47:59.000Z",
      "actively_maintained": true,
      "transports": [
        "streamable-http"
      ],
      "security_status": "unknown",
      "license": "Apache-2.0",
      "quality_score": 86
    },
    {
      "rank": 27,
      "name": "ai.exa/exa",
      "title": "exa",
      "slug": "ai-exa-exa",
      "category": "search-web",
      "repository": "https://github.com/exa-labs/exa-mcp-server",
      "official": true,
      "registry_status": "active",
      "github_stars": 4645,
      "weekly_downloads": null,
      "star_trend_pct_30d": 0,
      "last_updated": "2026-06-30T03:00:05.000Z",
      "actively_maintained": true,
      "transports": [
        "streamable-http"
      ],
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