{
  "name": "MCP Context Tax Index",
  "url": "https://mrkeyoor.com/mcp-context-tax/",
  "licence": "CC BY 4.0 — cite MrKeyoor and link to the index page",
  "generatedAt": "2026-09-01T16:13:59.381Z",
  "method": "https://mrkeyoor.com/lab/how-we-test/",
  "tokenEstimate": "characters in the tools/list response divided by four",
  "columns": [
    "slug",
    "name",
    "vendor",
    "category",
    "boot_ok",
    "boot_ms",
    "tools",
    "context_tax_tokens",
    "tokens_per_tool",
    "tools_list_bytes",
    "protocol_version",
    "needs_env",
    "measured_at",
    "url"
  ],
  "summary": {
    "servers": 51,
    "booted": 31,
    "bootSuccessRate": 60.8,
    "pricedSample": 30,
    "medianContextTaxTokens": 1919,
    "medianTools": 7,
    "medianTokensPerTool": 263,
    "medianBootMs": 8875,
    "combinedTokensIfAllInstalled": 117168,
    "combinedTools": 312,
    "firstRun": "2026-08-19T17:21:12.178Z",
    "lastRun": "2026-08-19T17:38:14.442Z"
  },
  "rows": [
    {
      "slug": "notion",
      "name": "Notion",
      "vendor": "Notion",
      "category": "productivity",
      "boot_ok": true,
      "boot_ms": 8875,
      "tools": 24,
      "context_tax_tokens": 19054,
      "tokens_per_tool": 794,
      "tools_list_bytes": 76215,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:24:10.178Z",
      "url": "https://mrkeyoor.com/mcp-servers/notion/"
    },
    {
      "slug": "desktop-commander",
      "name": "Desktop Commander",
      "vendor": "community",
      "category": "code-exec",
      "boot_ok": true,
      "boot_ms": 55104,
      "tools": 26,
      "context_tax_tokens": 15226,
      "tokens_per_tool": 586,
      "tools_list_bytes": 60997,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:31:08.156Z",
      "url": "https://mrkeyoor.com/mcp-servers/desktop-commander/"
    },
    {
      "slug": "circleci",
      "name": "CircleCI",
      "vendor": "CircleCI",
      "category": "dev-tools",
      "boot_ok": true,
      "boot_ms": 17537,
      "tools": 13,
      "context_tax_tokens": 12932,
      "tokens_per_tool": 995,
      "tools_list_bytes": 51736,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:29:58.884Z",
      "url": "https://mrkeyoor.com/mcp-servers/circleci/"
    },
    {
      "slug": "mongodb",
      "name": "MongoDB",
      "vendor": "MongoDB",
      "category": "databases",
      "boot_ok": true,
      "boot_ms": 52155,
      "tools": 31,
      "context_tax_tokens": 9462,
      "tokens_per_tool": 305,
      "tools_list_bytes": 37851,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:27:16.248Z",
      "url": "https://mrkeyoor.com/mcp-servers/mongodb/"
    },
    {
      "slug": "firecrawl",
      "name": "Firecrawl",
      "vendor": "Firecrawl",
      "category": "web",
      "boot_ok": true,
      "boot_ms": 16327,
      "tools": 25,
      "context_tax_tokens": 9077,
      "tokens_per_tool": 363,
      "tools_list_bytes": 36312,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:23:32.846Z",
      "url": "https://mrkeyoor.com/mcp-servers/firecrawl/"
    },
    {
      "slug": "shopify-dev",
      "name": "Shopify Dev",
      "vendor": "Shopify",
      "category": "commerce",
      "boot_ok": true,
      "boot_ms": 60819,
      "tools": 5,
      "context_tax_tokens": 6590,
      "tokens_per_tool": 1318,
      "tools_list_bytes": 26416,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:25:19.277Z",
      "url": "https://mrkeyoor.com/mcp-servers/shopify-dev/"
    },
    {
      "slug": "pinecone",
      "name": "Pinecone",
      "vendor": "Pinecone",
      "category": "databases",
      "boot_ok": true,
      "boot_ms": 8195,
      "tools": 9,
      "context_tax_tokens": 6165,
      "tokens_per_tool": 685,
      "tools_list_bytes": 24664,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:29:50.232Z",
      "url": "https://mrkeyoor.com/mcp-servers/pinecone/"
    },
    {
      "slug": "kubernetes",
      "name": "Kubernetes",
      "vendor": "community (Flux159)",
      "category": "cloud",
      "boot_ok": true,
      "boot_ms": 26252,
      "tools": 23,
      "context_tax_tokens": 5964,
      "tokens_per_tool": 259,
      "tools_list_bytes": 23854,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:30:41.440Z",
      "url": "https://mrkeyoor.com/mcp-servers/kubernetes/"
    },
    {
      "slug": "playwright",
      "name": "Playwright MCP",
      "vendor": "Microsoft",
      "category": "browsers",
      "boot_ok": true,
      "boot_ms": 5383,
      "tools": 24,
      "context_tax_tokens": 4626,
      "tokens_per_tool": 193,
      "tools_list_bytes": 18502,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:23:18.791Z",
      "url": "https://mrkeyoor.com/mcp-servers/playwright/"
    },
    {
      "slug": "github-legacy",
      "name": "GitHub (archived npm server)",
      "vendor": "Anthropic (archived)",
      "category": "dev-tools",
      "boot_ok": true,
      "boot_ms": 6027,
      "tools": 26,
      "context_tax_tokens": 3964,
      "tokens_per_tool": 152,
      "tools_list_bytes": 15854,
      "protocol_version": "2024-11-05",
      "needs_env": false,
      "measured_at": "2026-08-19T17:21:50.720Z",
      "url": "https://mrkeyoor.com/mcp-servers/github-legacy/"
    },
    {
      "slug": "filesystem",
      "name": "Filesystem",
      "vendor": "Anthropic (reference)",
      "category": "files",
      "boot_ok": true,
      "boot_ms": 8995,
      "tools": 14,
      "context_tax_tokens": 3243,
      "tokens_per_tool": 232,
      "tools_list_bytes": 12973,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:21:17.705Z",
      "url": "https://mrkeyoor.com/mcp-servers/filesystem/"
    },
    {
      "slug": "netlify",
      "name": "Netlify",
      "vendor": "Netlify",
      "category": "cloud",
      "boot_ok": true,
      "boot_ms": 33798,
      "tools": 9,
      "context_tax_tokens": 3083,
      "tokens_per_tool": 343,
      "tools_list_bytes": 12332,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:28:19.570Z",
      "url": "https://mrkeyoor.com/mcp-servers/netlify/"
    },
    {
      "slug": "n8n",
      "name": "n8n",
      "vendor": "community (czlonkowski)",
      "category": "automation",
      "boot_ok": true,
      "boot_ms": 15010,
      "tools": 7,
      "context_tax_tokens": 2942,
      "tokens_per_tool": 420,
      "tools_list_bytes": 11768,
      "protocol_version": "2025-03-26",
      "needs_env": false,
      "measured_at": "2026-08-19T17:37:49.571Z",
      "url": "https://mrkeyoor.com/mcp-servers/n8n/"
    },
    {
      "slug": "memory",
      "name": "Memory",
      "vendor": "Anthropic (reference)",
      "category": "memory",
      "boot_ok": true,
      "boot_ms": 5060,
      "tools": 9,
      "context_tax_tokens": 2688,
      "tokens_per_tool": 299,
      "tools_list_bytes": 10750,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:21:12.178Z",
      "url": "https://mrkeyoor.com/mcp-servers/memory/"
    },
    {
      "slug": "tavily",
      "name": "Tavily",
      "vendor": "Tavily",
      "category": "search",
      "boot_ok": true,
      "boot_ms": 6662,
      "tools": 5,
      "context_tax_tokens": 1924,
      "tokens_per_tool": 385,
      "tools_list_bytes": 7694,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:23:49.658Z",
      "url": "https://mrkeyoor.com/mcp-servers/tavily/"
    },
    {
      "slug": "everything",
      "name": "Everything (test server)",
      "vendor": "Anthropic (reference)",
      "category": "dev-tools",
      "boot_ok": true,
      "boot_ms": 7495,
      "tools": 13,
      "context_tax_tokens": 1913,
      "tokens_per_tool": 147,
      "tools_list_bytes": 7653,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:21:27.150Z",
      "url": "https://mrkeyoor.com/mcp-servers/everything/"
    },
    {
      "slug": "git",
      "name": "Git",
      "vendor": "Anthropic (reference)",
      "category": "dev-tools",
      "boot_ok": true,
      "boot_ms": 2054,
      "tools": 12,
      "context_tax_tokens": 1477,
      "tokens_per_tool": 123,
      "tools_list_bytes": 5909,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:21:45.793Z",
      "url": "https://mrkeyoor.com/mcp-servers/git/"
    },
    {
      "slug": "excel",
      "name": "Excel",
      "vendor": "community (negokaz)",
      "category": "files",
      "boot_ok": true,
      "boot_ms": 8949,
      "tools": 6,
      "context_tax_tokens": 1406,
      "tokens_per_tool": 234,
      "tools_list_bytes": 5624,
      "protocol_version": "2025-03-26",
      "needs_env": false,
      "measured_at": "2026-08-19T17:38:05.046Z",
      "url": "https://mrkeyoor.com/mcp-servers/excel/"
    },
    {
      "slug": "context7",
      "name": "Context7",
      "vendor": "Upstash",
      "category": "docs",
      "boot_ok": true,
      "boot_ms": 7776,
      "tools": 2,
      "context_tax_tokens": 1215,
      "tokens_per_tool": 608,
      "tools_list_bytes": 4864,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:23:24.622Z",
      "url": "https://mrkeyoor.com/mcp-servers/context7/"
    },
    {
      "slug": "sequential-thinking",
      "name": "Sequential Thinking",
      "vendor": "Anthropic (reference)",
      "category": "reasoning",
      "boot_ok": true,
      "boot_ms": 6741,
      "tools": 1,
      "context_tax_tokens": 1147,
      "tokens_per_tool": 1147,
      "tools_list_bytes": 4587,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:21:35.094Z",
      "url": "https://mrkeyoor.com/mcp-servers/sequential-thinking/"
    },
    {
      "slug": "should-i-use",
      "name": "should-i-use (ours)",
      "vendor": "MrKeyoor",
      "category": "docs",
      "boot_ok": true,
      "boot_ms": 7856,
      "tools": 6,
      "context_tax_tokens": 666,
      "tokens_per_tool": 111,
      "tools_list_bytes": 2665,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:38:14.442Z",
      "url": "https://mrkeyoor.com/mcp-servers/should-i-use/"
    },
    {
      "slug": "puppeteer",
      "name": "Puppeteer (archived)",
      "vendor": "Anthropic (archived)",
      "category": "browsers",
      "boot_ok": true,
      "boot_ms": 33536,
      "tools": 7,
      "context_tax_tokens": 612,
      "tokens_per_tool": 87,
      "tools_list_bytes": 2448,
      "protocol_version": "2024-11-05",
      "needs_env": false,
      "measured_at": "2026-08-19T17:22:11.698Z",
      "url": "https://mrkeyoor.com/mcp-servers/puppeteer/"
    },
    {
      "slug": "exa",
      "name": "Exa",
      "vendor": "Exa Labs",
      "category": "search",
      "boot_ok": true,
      "boot_ms": 12959,
      "tools": 2,
      "context_tax_tokens": 534,
      "tokens_per_tool": 267,
      "tools_list_bytes": 2139,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:23:56.758Z",
      "url": "https://mrkeyoor.com/mcp-servers/exa/"
    },
    {
      "slug": "browserbase",
      "name": "Browserbase",
      "vendor": "Browserbase",
      "category": "browsers",
      "boot_ok": true,
      "boot_ms": 21702,
      "tools": 6,
      "context_tax_tokens": 393,
      "tokens_per_tool": 66,
      "tools_list_bytes": 1570,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:29:17.058Z",
      "url": "https://mrkeyoor.com/mcp-servers/browserbase/"
    },
    {
      "slug": "time",
      "name": "Time",
      "vendor": "Anthropic (reference)",
      "category": "utilities",
      "boot_ok": true,
      "boot_ms": 1960,
      "tools": 2,
      "context_tax_tokens": 300,
      "tokens_per_tool": 150,
      "tools_list_bytes": 1199,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:21:48.301Z",
      "url": "https://mrkeyoor.com/mcp-servers/time/"
    },
    {
      "slug": "fetch",
      "name": "Fetch",
      "vendor": "Anthropic (reference)",
      "category": "web",
      "boot_ok": true,
      "boot_ms": 3054,
      "tools": 1,
      "context_tax_tokens": 276,
      "tokens_per_tool": 276,
      "tools_list_bytes": 1104,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:21:42.287Z",
      "url": "https://mrkeyoor.com/mcp-servers/fetch/"
    },
    {
      "slug": "mysql",
      "name": "MySQL",
      "vendor": "community (benborla29)",
      "category": "databases",
      "boot_ok": true,
      "boot_ms": 16976,
      "tools": 1,
      "context_tax_tokens": 100,
      "tokens_per_tool": 100,
      "tools_list_bytes": 400,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:33:49.134Z",
      "url": "https://mrkeyoor.com/mcp-servers/mysql/"
    },
    {
      "slug": "youtube-transcript",
      "name": "YouTube Transcript",
      "vendor": "community",
      "category": "apis",
      "boot_ok": true,
      "boot_ms": 7182,
      "tools": 1,
      "context_tax_tokens": 84,
      "tokens_per_tool": 84,
      "tools_list_bytes": 334,
      "protocol_version": "2024-11-05",
      "needs_env": false,
      "measured_at": "2026-08-19T17:33:41.510Z",
      "url": "https://mrkeyoor.com/mcp-servers/youtube-transcript/"
    },
    {
      "slug": "e2b",
      "name": "E2B Code Sandbox",
      "vendor": "E2B",
      "category": "code-exec",
      "boot_ok": true,
      "boot_ms": 10578,
      "tools": 1,
      "context_tax_tokens": 72,
      "tokens_per_tool": 72,
      "tools_list_bytes": 289,
      "protocol_version": "2025-06-18",
      "needs_env": false,
      "measured_at": "2026-08-19T17:29:39.206Z",
      "url": "https://mrkeyoor.com/mcp-servers/e2b/"
    },
    {
      "slug": "postgres-legacy",
      "name": "PostgreSQL (archived)",
      "vendor": "Anthropic (archived)",
      "category": "databases",
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      "boot_ms": 6150,
      "tools": 1,
      "context_tax_tokens": 33,
      "tokens_per_tool": 33,
      "tools_list_bytes": 131,
      "protocol_version": "2024-11-05",
      "needs_env": false,
      "measured_at": "2026-08-19T17:22:05.098Z",
      "url": "https://mrkeyoor.com/mcp-servers/postgres-legacy/"
    },
    {
      "slug": "magic-21st",
      "name": "Magic (21st.dev)",
      "vendor": "21st.dev",
      "category": "ui",
      "boot_ok": true,
      "boot_ms": 6019,
      "tools": 0,
      "context_tax_tokens": 1,
      "tokens_per_tool": null,
      "tools_list_bytes": 2,
      "protocol_version": null,
      "needs_env": false,
      "measured_at": "2026-08-19T17:30:16.879Z",
      "url": "https://mrkeyoor.com/mcp-servers/magic-21st/"
    },
    {
      "slug": "slack",
      "name": "Slack (archived)",
      "vendor": "Anthropic (archived)",
      "category": "communication",
      "boot_ok": false,
      "boot_ms": null,
      "tools": 0,
      "context_tax_tokens": 0,
      "tokens_per_tool": null,
      "tools_list_bytes": 0,
      "protocol_version": null,
      "needs_env": true,
      "measured_at": "2026-08-19T17:21:57.193Z",
      "url": "https://mrkeyoor.com/mcp-servers/slack/"
    },
    {
      "slug": "gdrive",
      "name": "Google Drive (archived)",
      "vendor": "Anthropic (archived)",
      "category": "files",
      "boot_ok": false,
      "boot_ms": null,
      "tools": 0,
      "context_tax_tokens": 0,
      "tokens_per_tool": null,
      "tools_list_bytes": 0,
      "protocol_version": null,
      "needs_env": false,
      "measured_at": "2026-08-19T17:22:45.679Z",
      "url": "https://mrkeyoor.com/mcp-servers/gdrive/"
    },
    {
      "slug": "google-maps",
      "name": "Google Maps (archived)",
      "vendor": "Anthropic (archived)",
      "category": "apis",
      "boot_ok": false,
      "boot_ms": null,
      "tools": 0,
      "context_tax_tokens": 0,
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      "tools_list_bytes": 0,
      "protocol_version": null,
      "needs_env": true,
      "measured_at": "2026-08-19T17:22:56.922Z",
      "url": "https://mrkeyoor.com/mcp-servers/google-maps/"
    },
    {
      "slug": "brave-search",
      "name": "Brave Search (archived)",
      "vendor": "Anthropic (archived)",
      "category": "search",
      "boot_ok": false,
      "boot_ms": null,
      "tools": 0,
      "context_tax_tokens": 0,
      "tokens_per_tool": null,
      "tools_list_bytes": 0,
      "protocol_version": null,
      "needs_env": true,
      "measured_at": "2026-08-19T17:23:04.747Z",
      "url": "https://mrkeyoor.com/mcp-servers/brave-search/"
    },
    {
      "slug": "gitlab-legacy",
      "name": "GitLab (archived)",
      "vendor": "Anthropic (archived)",
      "category": "dev-tools",
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      "tools": 0,
      "context_tax_tokens": 0,
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      "tools_list_bytes": 0,
      "protocol_version": null,
      "needs_env": true,
      "measured_at": "2026-08-19T17:23:11.667Z",
      "url": "https://mrkeyoor.com/mcp-servers/gitlab-legacy/"
    },
    {
      "slug": "sentry",
      "name": "Sentry",
      "vendor": "Sentry",
      "category": "observability",
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      "boot_ms": null,
      "tools": 0,
      "context_tax_tokens": 0,
      "tokens_per_tool": null,
      "tools_list_bytes": 0,
      "protocol_version": null,
      "needs_env": true,
      "measured_at": "2026-08-19T17:24:19.502Z",
      "url": "https://mrkeyoor.com/mcp-servers/sentry/"
    },
    {
      "slug": "supabase",
      "name": "Supabase",
      "vendor": "Supabase",
      "category": "databases",
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      "tools": 0,
      "context_tax_tokens": 0,
      "tokens_per_tool": null,
      "tools_list_bytes": 0,
      "protocol_version": null,
      "needs_env": true,
      "measured_at": "2026-08-19T17:24:31.529Z",
      "url": "https://mrkeyoor.com/mcp-servers/supabase/"
    },
    {
      "slug": "stripe",
      "name": "Stripe",
      "vendor": "Stripe",
      "category": "payments",
      "boot_ok": false,
      "boot_ms": null,
      "tools": 0,
      "context_tax_tokens": 0,
      "tokens_per_tool": null,
      "tools_list_bytes": 0,
      "protocol_version": null,
      "needs_env": true,
      "measured_at": "2026-08-19T17:24:42.637Z",
      "url": "https://mrkeyoor.com/mcp-servers/stripe/"
    },
    {
      "slug": "paypal",
      "name": "PayPal",
      "vendor": "PayPal",
      "category": "payments",
      "boot_ok": false,
      "boot_ms": null,
      "tools": 0,
      "context_tax_tokens": 0,
      "tokens_per_tool": null,
      "tools_list_bytes": 0,
      "protocol_version": null,
      "needs_env": false,
      "measured_at": "2026-08-19T17:24:50.595Z",
      "url": "https://mrkeyoor.com/mcp-servers/paypal/"
    },
    {
      "slug": "azure",
      "name": "Azure MCP",
      "vendor": "Microsoft",
      "category": "cloud",
      "boot_ok": false,
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