{
 "_note": "Estimate of tools/list size sent to a client (names, descriptions, input schemas). tiktoken cl100k_base. Always an estimate. Never a plan- or money-savings claim. Pending = no captured tools/list. Filled 2026-11-10 from existing captures (today's retest and earlier runs).",
 "_tokenizer": "cl100k_base",
 "_filled_on": "2026-11-10",
 "listings": {
  "agent-desktop": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 39033,
   "estimate": "approx. 7976 tokens, cl100k estimate",
   "token_count": 7976,
   "tokenizer": "cl100k_base",
   "tool_count": 67,
   "measured_on": "2026-11-11",
   "version": "1.2.0",
   "sha": null,
   "package": "agent-desktop",
   "source": "our test records"
  },
  "docling-rs-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3512,
   "estimate": "approx. 864 tokens, cl100k estimate",
   "token_count": 864,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "2.62.0",
   "sha": null,
   "package": "docling-rs-mcp",
   "source": "our test records"
  },
  "draw-io-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 10653,
   "estimate": "approx. 2479 tokens, cl100k estimate",
   "token_count": 2479,
   "tokenizer": "cl100k_base",
   "tool_count": 8,
   "measured_on": "2026-11-11",
   "version": "1.10.1",
   "sha": null,
   "package": "@drawio/mcp",
   "source": "our test records"
  },
  "growsurf-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 108388,
   "estimate": "approx. 24272 tokens, cl100k estimate",
   "token_count": 24272,
   "tokenizer": "cl100k_base",
   "tool_count": 66,
   "measured_on": "2026-11-11",
   "version": "0.19.30",
   "sha": null,
   "package": "@growsurfteam/growsurf-mcp",
   "source": "our test records"
  },
  "amcharts-5-mcp-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 8981,
   "estimate": "approx. 2150 tokens, cl100k estimate",
   "token_count": 2150,
   "tokenizer": "cl100k_base",
   "tool_count": 12,
   "measured_on": "2026-11-11",
   "version": "1.9.4",
   "sha": null,
   "package": "@amcharts/amcharts5-mcp",
   "source": "our test records"
  },
  "azure-mcp-microsoft": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 73252,
   "estimate": "approx. 13912 tokens, cl100k estimate",
   "token_count": 13912,
   "tokenizer": "cl100k_base",
   "tool_count": 73,
   "measured_on": "2026-11-11",
   "version": "4.0.0-beta.6",
   "sha": null,
   "package": "@azure/mcp",
   "source": "our test records"
  },
  "chrome-devtools-mcp-google": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 27737,
   "estimate": "approx. 6057 tokens, cl100k estimate",
   "token_count": 6057,
   "tokenizer": "cl100k_base",
   "tool_count": 32,
   "measured_on": "2026-11-11",
   "version": "1.12.0",
   "sha": null,
   "package": "chrome-devtools-mcp",
   "source": "our test records"
  },
  "desktop-commander": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 39120,
   "estimate": "approx. 8498 tokens, cl100k estimate",
   "token_count": 8498,
   "tokenizer": "cl100k_base",
   "tool_count": 25,
   "measured_on": "2026-11-11",
   "version": "0.3.2",
   "sha": null,
   "package": "@wonderwhy-er/desktop-commander",
   "source": "our test records"
  },
  "excel": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 54055,
   "estimate": "approx. 12589 tokens, cl100k estimate",
   "token_count": 12589,
   "tokenizer": "cl100k_base",
   "tool_count": 46,
   "measured_on": "2026-11-11",
   "version": "2.3.0",
   "sha": null,
   "package": "excel-mcp-server",
   "source": "our test records"
  },
  "fetcher-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4016,
   "estimate": "approx. 787 tokens, cl100k estimate",
   "token_count": 787,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "0.4.1",
   "sha": null,
   "package": "fetcher-mcp",
   "source": "our test records"
  },
  "firecrawl": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 53174,
   "estimate": "approx. 11825 tokens, cl100k estimate",
   "token_count": 11825,
   "tokenizer": "cl100k_base",
   "tool_count": 26,
   "measured_on": "2026-11-11",
   "version": "3.38.0",
   "sha": null,
   "package": "firecrawl-mcp",
   "source": "our test records"
  },
  "git-reference-python": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 6092,
   "estimate": "approx. 1379 tokens, cl100k estimate",
   "token_count": 1379,
   "tokenizer": "cl100k_base",
   "tool_count": 14,
   "measured_on": "2026-11-11",
   "version": "2026.11.4",
   "sha": null,
   "package": "mcp-server-git",
   "source": "our test records"
  },
  "inspo-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 16876,
   "estimate": "approx. 3990 tokens, cl100k estimate",
   "token_count": 3990,
   "tokenizer": "cl100k_base",
   "tool_count": 15,
   "measured_on": "2026-11-11",
   "version": "0.2.0",
   "sha": null,
   "package": "inspo-mcp",
   "source": "our test records"
  },
  "mongodb-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 63698,
   "estimate": "approx. 14277 tokens, cl100k estimate",
   "token_count": 14277,
   "tokenizer": "cl100k_base",
   "tool_count": 27,
   "measured_on": "2026-11-11",
   "version": "3.3.0",
   "sha": null,
   "package": "mongodb-mcp-server",
   "source": "our test records"
  },
  "qdrant": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1111,
   "estimate": "approx. 226 tokens, cl100k estimate",
   "token_count": 226,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": "0.8.1",
   "sha": null,
   "package": "mcp-server-qdrant",
   "source": "our test records"
  },
  "repomix-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 11712,
   "estimate": "approx. 2422 tokens, cl100k estimate",
   "token_count": 2422,
   "tokenizer": "cl100k_base",
   "tool_count": 6,
   "measured_on": "2026-11-11",
   "version": "1.18.1",
   "sha": null,
   "package": "repomix",
   "source": "our test records"
  },
  "searxng-ihor-sokoliuk": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7002,
   "estimate": "approx. 1517 tokens, cl100k estimate",
   "token_count": 1517,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": "2.10.0",
   "sha": null,
   "package": "mcp-searxng",
   "source": "our test records"
  },
  "time-reference-python": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2115,
   "estimate": "approx. 489 tokens, cl100k estimate",
   "token_count": 489,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "2026.11.4",
   "sha": null,
   "package": "mcp-server-time",
   "source": "our test records"
  },
  "aws-documentation-aws-labs": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 14904,
   "estimate": "approx. 3048 tokens, cl100k estimate",
   "token_count": 3048,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": "1.2.5",
   "sha": null,
   "package": "awslabs.aws-documentation-mcp-server",
   "source": "our test records"
  },
  "context7-upstash": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4895,
   "estimate": "approx. 1027 tokens, cl100k estimate",
   "token_count": 1027,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": "4.6.0",
   "sha": null,
   "package": "@upstash/context7-mcp",
   "source": "our test records"
  },
  "heroku-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 20151,
   "estimate": "approx. 4445 tokens, cl100k estimate",
   "token_count": 4445,
   "tokenizer": "cl100k_base",
   "tool_count": 33,
   "measured_on": "2026-11-11",
   "version": "1.2.14",
   "sha": null,
   "package": "@heroku/mcp-server",
   "source": "our test records"
  },
  "hostinger-api-mcp-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1595,
   "estimate": "approx. 347 tokens, cl100k estimate",
   "token_count": 347,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "3.37.1",
   "sha": null,
   "package": "hostinger-api-mcp",
   "source": "our test records"
  },
  "markitdown-microsoft": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 272,
   "estimate": "approx. 63 tokens, cl100k estimate",
   "token_count": 63,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "0.0.1a8",
   "sha": null,
   "package": "markitdown-mcp",
   "source": "our test records"
  },
  "mcp-remote-proxy": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1147,
   "estimate": "approx. 243 tokens, cl100k estimate",
   "token_count": 243,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "0.16.5",
   "sha": null,
   "package": "mcp-remote",
   "source": "our test records"
  },
  "playwright-mcp-microsoft": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 18482,
   "estimate": "approx. 3837 tokens, cl100k estimate",
   "token_count": 3837,
   "tokenizer": "cl100k_base",
   "tool_count": 25,
   "measured_on": "2026-11-11",
   "version": "0.0.85",
   "sha": null,
   "package": "@playwright/mcp",
   "source": "our test records"
  },
  "redis-mcp-official-redis": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 29141,
   "estimate": "approx. 6497 tokens, cl100k estimate",
   "token_count": 6497,
   "tokenizer": "cl100k_base",
   "tool_count": 53,
   "measured_on": "2026-11-11",
   "version": "0.5.1",
   "sha": null,
   "package": "redis-mcp-server",
   "source": "our test records"
  },
  "sap-fiori-mcp-server": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 23597,
   "estimate": "approx. 5198 tokens, cl100k estimate",
   "token_count": 5198,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "1.15.20",
   "sha": null,
   "package": "@sap-ux/fiori-mcp-server",
   "source": "our test records"
  },
  "shopify-dev": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 26077,
   "estimate": "approx. 5527 tokens, cl100k estimate",
   "token_count": 5527,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": "1.18.0",
   "sha": null,
   "package": "@shopify/dev-mcp",
   "source": "our test records"
  },
  "tavily": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7694,
   "estimate": "approx. 1600 tokens, cl100k estimate",
   "token_count": 1600,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": "0.2.22",
   "sha": null,
   "package": "tavily-mcp",
   "source": "our test records"
  },
  "visual-sentinel-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 8424,
   "estimate": "approx. 1975 tokens, cl100k estimate",
   "token_count": 1975,
   "tokenizer": "cl100k_base",
   "tool_count": 17,
   "measured_on": "2026-11-11",
   "version": "0.2.3",
   "sha": null,
   "package": "@visualsentinel/mcp-server",
   "source": "our test records"
  },
  "ztd-charts": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4292,
   "estimate": "approx. 999 tokens, cl100k estimate",
   "token_count": 999,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": "0.6.0",
   "sha": null,
   "package": "ztd-charts-mcp",
   "source": "our test records"
  },
  "bricky": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 9384,
   "estimate": "approx. 2127 tokens, cl100k estimate",
   "token_count": 2127,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "0.1.0",
   "sha": null,
   "package": "bricky-mcp",
   "source": "our test records"
  },
  "craft-anything-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 23397,
   "estimate": "approx. 5389 tokens, cl100k estimate",
   "token_count": 5389,
   "tokenizer": "cl100k_base",
   "tool_count": 29,
   "measured_on": "2026-11-11",
   "version": "0.3.0",
   "sha": null,
   "package": "storytold/craft-anything",
   "source": "our test records"
  },
  "astryx-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2011,
   "estimate": "approx. 442 tokens, cl100k estimate",
   "token_count": 442,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "astryx-remote",
   "source": "our test records"
  },
  "co-op-anything-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3214,
   "estimate": "approx. 709 tokens, cl100k estimate",
   "token_count": 709,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "a71be2ca706c5d6e4edc02f957e0081fd2742e43",
   "sha": "a71be2ca706c5d6e4edc02f957e0081fd2742e43",
   "package": "coop-anything",
   "source": "our test records"
  },
  "scrapling-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 36623,
   "estimate": "approx. 8212 tokens, cl100k estimate",
   "token_count": 8212,
   "tokenizer": "cl100k_base",
   "tool_count": 16,
   "measured_on": "2026-11-11",
   "version": "0.5",
   "sha": null,
   "package": "scrapling",
   "source": "our test records"
  },
  "codebase-memory-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 19041,
   "estimate": "approx. 4227 tokens, cl100k estimate",
   "token_count": 4227,
   "tokenizer": "cl100k_base",
   "tool_count": 17,
   "measured_on": "2026-11-11",
   "version": "0.12.1",
   "sha": null,
   "package": "codebase-memory-mcp",
   "source": "our test records"
  },
  "serena": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3443,
   "estimate": "approx. 726 tokens, cl100k estimate",
   "token_count": 726,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "2.1.0",
   "sha": null,
   "package": "serena-agent",
   "source": "our test records"
  },
  "everything-reference-test-server": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7123,
   "estimate": "approx. 1619 tokens, cl100k estimate",
   "token_count": 1619,
   "tokenizer": "cl100k_base",
   "tool_count": 16,
   "measured_on": "2026-11-11",
   "version": "2.0.1",
   "sha": null,
   "package": "@modelcontextprotocol/server-everything",
   "source": "our test records"
  },
  "memory-knowledge-graph-reference": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7029,
   "estimate": "approx. 1483 tokens, cl100k estimate",
   "token_count": 1483,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "2.1.0",
   "sha": null,
   "package": "@modelcontextprotocol/server-memory",
   "source": "our test records"
  },
  "basic-memory": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 24432,
   "estimate": "approx. 5710 tokens, cl100k estimate",
   "token_count": 5710,
   "tokenizer": "cl100k_base",
   "tool_count": 12,
   "measured_on": "2026-11-11",
   "version": "1.0.0",
   "sha": null,
   "package": "basic-memory",
   "source": "our test records"
  },
  "filesystem-reference": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 8057,
   "estimate": "approx. 1662 tokens, cl100k estimate",
   "token_count": 1662,
   "tokenizer": "cl100k_base",
   "tool_count": 14,
   "measured_on": "2026-11-11",
   "version": "2.0.1",
   "sha": null,
   "package": "@modelcontextprotocol/server-filesystem",
   "source": "our test records"
  },
  "sequential-thinking-reference": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2212,
   "estimate": "approx. 472 tokens, cl100k estimate",
   "token_count": 472,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "2.1.1",
   "sha": null,
   "package": "@modelcontextprotocol/server-sequential-thinking",
   "source": "our test records"
  },
  "thunder-client-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 37267,
   "estimate": "approx. 8447 tokens, cl100k estimate",
   "token_count": 8447,
   "tokenizer": "cl100k_base",
   "tool_count": 12,
   "measured_on": "2026-11-11",
   "version": "2.0.2",
   "sha": null,
   "package": "thunderclient-mcp",
   "source": "our test records"
  },
  "cve-now-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1931,
   "estimate": "approx. 412 tokens, cl100k estimate",
   "token_count": 412,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "cve-now-remote",
   "source": "our test records"
  },
  "mantine-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2817,
   "estimate": "approx. 656 tokens, cl100k estimate",
   "token_count": 656,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": "9.7.5",
   "sha": null,
   "package": "@mantine/mcp-server",
   "source": "our test records"
  },
  "product-hunt-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 55768,
   "estimate": "approx. 13070 tokens, cl100k estimate",
   "token_count": 13070,
   "tokenizer": "cl100k_base",
   "tool_count": 19,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "producthunt-remote",
   "source": "our test records"
  },
  "unpkg-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 10579,
   "estimate": "approx. 2281 tokens, cl100k estimate",
   "token_count": 2281,
   "tokenizer": "cl100k_base",
   "tool_count": 14,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "unpkg-remote",
   "source": "our test records"
  },
  "antv-chart": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 57468,
   "estimate": "approx. 13398 tokens, cl100k estimate",
   "token_count": 13398,
   "tokenizer": "cl100k_base",
   "tool_count": 27,
   "measured_on": "2026-11-11",
   "version": "0.9.10",
   "sha": null,
   "package": "@antv/mcp-server-chart",
   "source": "our test records"
  },
  "arxiv": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 16734,
   "estimate": "approx. 3614 tokens, cl100k estimate",
   "token_count": 3614,
   "tokenizer": "cl100k_base",
   "tool_count": 19,
   "measured_on": "2026-11-11",
   "version": "0.8.2",
   "sha": null,
   "package": "arxiv-mcp-server",
   "source": "our test records"
  },
  "creative-market-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 14402,
   "estimate": "approx. 3212 tokens, cl100k estimate",
   "token_count": 3212,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "creativemarket-remote",
   "source": "our test records"
  },
  "duckduckgo-search": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3990,
   "estimate": "approx. 912 tokens, cl100k estimate",
   "token_count": 912,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "0.7.0",
   "sha": null,
   "package": "duckduckgo-mcp-server",
   "source": "our test records"
  },
  "git-cyanheads": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 34767,
   "estimate": "approx. 7633 tokens, cl100k estimate",
   "token_count": 7633,
   "tokenizer": "cl100k_base",
   "tool_count": 28,
   "measured_on": "2026-11-11",
   "version": "2.15.3",
   "sha": null,
   "package": "@cyanheads/git-mcp-server",
   "source": "our test records"
  },
  "mcpcap-pcap-analysis": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 6474,
   "estimate": "approx. 1381 tokens, cl100k estimate",
   "token_count": 1381,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "0.10.0",
   "sha": null,
   "package": "mcpcap",
   "source": "our test records"
  },
  "senzing-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 41728,
   "estimate": "approx. 9436 tokens, cl100k estimate",
   "token_count": 9436,
   "tokenizer": "cl100k_base",
   "tool_count": 13,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "senzing-remote",
   "source": "our test records"
  },
  "soundiiz-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4551,
   "estimate": "approx. 1087 tokens, cl100k estimate",
   "token_count": 1087,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "soundiiz-remote",
   "source": "our test records"
  },
  "svelte-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 5368,
   "estimate": "approx. 1181 tokens, cl100k estimate",
   "token_count": 1181,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": "0.1.30",
   "sha": null,
   "package": "@sveltejs/mcp",
   "source": "our test records"
  },
  "trigger-dev-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 81530,
   "estimate": "approx. 17869 tokens, cl100k estimate",
   "token_count": 17869,
   "tokenizer": "cl100k_base",
   "tool_count": 55,
   "measured_on": "2026-11-11",
   "version": "4.8.3",
   "sha": null,
   "package": "trigger.dev",
   "source": "our test records"
  },
  "viasocket-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 20188,
   "estimate": "approx. 4634 tokens, cl100k estimate",
   "token_count": 4634,
   "tokenizer": "cl100k_base",
   "tool_count": 20,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "viasocket-remote",
   "source": "our test records"
  },
  "goldsky-docs-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 5079,
   "estimate": "approx. 1193 tokens, cl100k estimate",
   "token_count": 1193,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "goldsky-docs-remote",
   "source": "our test records"
  },
  "next-js-devtools-mcp-official-vercel": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 5559,
   "estimate": "approx. 1242 tokens, cl100k estimate",
   "token_count": 1242,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": "0.4.0",
   "sha": null,
   "package": "next-devtools-mcp",
   "source": "our test records"
  },
  "text-editor": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 5831,
   "estimate": "approx. 1217 tokens, cl100k estimate",
   "token_count": 1217,
   "tokenizer": "cl100k_base",
   "tool_count": 6,
   "measured_on": "2026-11-11",
   "version": "1.2.2",
   "sha": null,
   "package": "mcp-text-editor",
   "source": "our test records"
  },
  "opencode-browse": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 17119,
   "estimate": "approx. 3526 tokens, cl100k estimate",
   "token_count": 3526,
   "tokenizer": "cl100k_base",
   "tool_count": 18,
   "measured_on": "2026-11-11",
   "version": "0.0.15",
   "sha": null,
   "package": "@opencode/browse",
   "source": "our test records"
  },
  "shadcn-ui": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3056,
   "estimate": "approx. 690 tokens, cl100k estimate",
   "token_count": 690,
   "tokenizer": "cl100k_base",
   "tool_count": 10,
   "measured_on": "2026-11-11",
   "version": "3.0.0",
   "sha": null,
   "package": "@jpisnice/shadcn-ui-mcp-server",
   "source": "our test records"
  },
  "browser-use": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 544,
   "estimate": "approx. 117 tokens, cl100k estimate",
   "token_count": 117,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": "0.1.9",
   "sha": null,
   "package": "mcp-server-browser-use",
   "source": "our test records"
  },
  "knowledge-graph-memory": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 15882,
   "estimate": "approx. 3427 tokens, cl100k estimate",
   "token_count": 3427,
   "tokenizer": "cl100k_base",
   "tool_count": 10,
   "measured_on": "2026-11-11",
   "version": "1.3.2",
   "sha": null,
   "package": "mcp-knowledge-graph",
   "source": "our test records"
  },
  "airbnb": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2152,
   "estimate": "approx. 456 tokens, cl100k estimate",
   "token_count": 456,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": "0.3.0",
   "sha": null,
   "package": "@openbnb/mcp-server-airbnb",
   "source": "our test records"
  },
  "code-runner": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 677,
   "estimate": "approx. 177 tokens, cl100k estimate",
   "token_count": 177,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "0.1.8",
   "sha": null,
   "package": "mcp-server-code-runner",
   "source": "our test records"
  },
  "simple-arxiv": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4216,
   "estimate": "approx. 983 tokens, cl100k estimate",
   "token_count": 983,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": "0.6.0",
   "sha": null,
   "package": "mcp-simple-arxiv",
   "source": "our test records"
  },
  "wikipedia": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7553,
   "estimate": "approx. 1500 tokens, cl100k estimate",
   "token_count": 1500,
   "tokenizer": "cl100k_base",
   "tool_count": 22,
   "measured_on": "2026-11-11",
   "version": "2.0.1",
   "sha": null,
   "package": "wikipedia-mcp",
   "source": "our test records"
  },
  "kinetograph-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 15705,
   "estimate": "approx. 3702 tokens, cl100k estimate",
   "token_count": 3702,
   "tokenizer": "cl100k_base",
   "tool_count": 14,
   "measured_on": "2026-11-11",
   "version": "0.2.5",
   "sha": null,
   "package": "kinetograph",
   "source": "our test records"
  },
  "knowledge-graph-itseasy21": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4754,
   "estimate": "approx. 939 tokens, cl100k estimate",
   "token_count": 939,
   "tokenizer": "cl100k_base",
   "tool_count": 11,
   "measured_on": "2026-11-11",
   "version": "1.0.7",
   "sha": null,
   "package": "@itseasy21/mcp-knowledge-graph",
   "source": "our test records"
  },
  "mcp-redis-npm": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2336,
   "estimate": "approx. 701 tokens, cl100k estimate",
   "token_count": 701,
   "tokenizer": "cl100k_base",
   "tool_count": 6,
   "measured_on": "2026-11-11",
   "version": "1.2.5",
   "sha": null,
   "package": "mcp-redis",
   "source": "our test records"
  },
  "redis-legacy-reference": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 992,
   "estimate": "approx. 214 tokens, cl100k estimate",
   "token_count": 214,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-10",
   "version": "2025.4.25",
   "sha": null,
   "package": "@modelcontextprotocol/server-redis",
   "source": "our raw test results probe.full_tools"
  },
  "browser-agent-infra": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 6788,
   "estimate": "approx. 1549 tokens, cl100k estimate",
   "token_count": 1549,
   "tokenizer": "cl100k_base",
   "tool_count": 21,
   "measured_on": "2026-11-11",
   "version": "1.2.29",
   "sha": null,
   "package": "@agent-infra/mcp-server-browser",
   "source": "our test records"
  },
  "browserbase": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4974,
   "estimate": "approx. 1044 tokens, cl100k estimate",
   "token_count": 1044,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "2.4.3",
   "sha": null,
   "package": "@browserbasehq/mcp-server-browserbase",
   "source": "our test records"
  },
  "calculator": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 235,
   "estimate": "approx. 47 tokens, cl100k estimate",
   "token_count": 47,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "0.2.1",
   "sha": null,
   "package": "mcp-server-calculator",
   "source": "our test records"
  },
  "fetch-kazuph": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3441,
   "estimate": "approx. 1056 tokens, cl100k estimate",
   "token_count": 1056,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "1.6.3",
   "sha": null,
   "package": "@kazuph/mcp-fetch",
   "source": "our test records"
  },
  "hugging-face-spaces": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1513,
   "estimate": "approx. 337 tokens, cl100k estimate",
   "token_count": 337,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "0.5.4",
   "sha": null,
   "package": "@llmindset/mcp-hfspace",
   "source": "our test records"
  },
  "npx-fetch": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1224,
   "estimate": "approx. 257 tokens, cl100k estimate",
   "token_count": 257,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": "1.0.0",
   "sha": null,
   "package": "@tokenizin/mcp-npx-fetch",
   "source": "our test records"
  },
  "yahoo-finance": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 16926,
   "estimate": "approx. 3928 tokens, cl100k estimate",
   "token_count": 3928,
   "tokenizer": "cl100k_base",
   "tool_count": 15,
   "measured_on": "2026-11-11",
   "version": "0.14.0",
   "sha": null,
   "package": "yfmcp",
   "source": "our test records"
  },
  "aws-kb-retrieval-legacy-reference": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 471,
   "estimate": "approx. 99 tokens, cl100k estimate",
   "token_count": 99,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "0.6.2",
   "sha": null,
   "package": "@modelcontextprotocol/server-aws-kb-retrieval",
   "source": "our test records"
  },
  "aikido-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 20078,
   "estimate": "approx. 4576 tokens, cl100k estimate",
   "token_count": 4576,
   "tokenizer": "cl100k_base",
   "tool_count": 13,
   "measured_on": "2026-11-11",
   "version": "1.0.34",
   "sha": null,
   "package": "@aikidosec/mcp",
   "source": "our test records"
  },
  "aiven-mcp": {
   "status": "pending"
  },
  "apify-official": {
   "status": "pending"
  },
  "appium-mcp-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 41121,
   "estimate": "approx. 9049 tokens, cl100k estimate",
   "token_count": 9049,
   "tokenizer": "cl100k_base",
   "tool_count": 32,
   "measured_on": "2026-11-11",
   "version": "1.99.3",
   "sha": null,
   "package": "appium-mcp",
   "source": "our test records"
  },
  "appwrite-mcp": {
   "status": "pending"
  },
  "assemblyai-mcp-remote": {
   "status": "pending"
  },
  "atlassian-jira-confluence": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2,
   "estimate": "approx. 1 tokens, cl100k estimate",
   "token_count": 1,
   "tokenizer": "cl100k_base",
   "tool_count": 0,
   "measured_on": "2026-11-11",
   "version": "0.24.1",
   "sha": null,
   "package": "mcp-atlassian",
   "source": "our test records"
  },
  "axuse": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 26573,
   "estimate": "approx. 5969 tokens, cl100k estimate",
   "token_count": 5969,
   "tokenizer": "cl100k_base",
   "tool_count": 33,
   "measured_on": "2026-11-11",
   "version": "c7f2fa4c5ef04fc899d0bdf91cf90f3ade8d8f52",
   "sha": "c7f2fa4c5ef04fc899d0bdf91cf90f3ade8d8f52",
   "package": "axuse",
   "source": "our test records"
  },
  "blender-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 14744,
   "estimate": "approx. 3516 tokens, cl100k estimate",
   "token_count": 3516,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "2.0.0",
   "sha": null,
   "package": "blender-mcp",
   "source": "our test records"
  },
  "blindpay-mcp-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 200338,
   "estimate": "approx. 60359 tokens, cl100k estimate",
   "token_count": 60359,
   "tokenizer": "cl100k_base",
   "tool_count": 93,
   "measured_on": "2026-11-11",
   "version": "1.10.0",
   "sha": null,
   "package": "@blindpay/mcp",
   "source": "our test records"
  },
  "brave-search-official": {
   "status": "pending"
  },
  "bright-data-mcp-official": {
   "status": "pending"
  },
  "browser-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1031,
   "estimate": "approx. 274 tokens, cl100k estimate",
   "token_count": 274,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "2.4.0",
   "sha": null,
   "package": "@browsermcp/mcp",
   "source": "our test records"
  },
  "browser-tools-agentdesk": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 12981,
   "estimate": "approx. 2936 tokens, cl100k estimate",
   "token_count": 2936,
   "tokenizer": "cl100k_base",
   "tool_count": 16,
   "measured_on": "2026-11-11",
   "version": "2.0.3",
   "sha": null,
   "package": "@agentdeskai/browser-tools-mcp",
   "source": "our test records"
  },
  "browserless-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 75785,
   "estimate": "approx. 17023 tokens, cl100k estimate",
   "token_count": 17023,
   "tokenizer": "cl100k_base",
   "tool_count": 19,
   "measured_on": "2026-11-11",
   "version": "1.43.1",
   "sha": null,
   "package": "@browserless.io/mcp",
   "source": "our test records"
  },
  "browserstack-mcp-remote": {
   "status": "pending"
  },
  "chatway-mcp-remote": {
   "status": "pending"
  },
  "circleci-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 48861,
   "estimate": "approx. 10761 tokens, cl100k estimate",
   "token_count": 10761,
   "tokenizer": "cl100k_base",
   "tool_count": 13,
   "measured_on": "2026-11-11",
   "version": "0.20.0",
   "sha": null,
   "package": "@circleci/mcp-server-circleci",
   "source": "our test records"
  },
  "clickhouse-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3280,
   "estimate": "approx. 706 tokens, cl100k estimate",
   "token_count": 706,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "0.7.0",
   "sha": null,
   "package": "mcp-clickhouse",
   "source": "our test records"
  },
  "currents": {
   "status": "pending"
  },
  "datadog": {
   "status": "pending"
  },
  "digitalocean-mcp-official-digitalocean-labs": {
   "status": "pending"
  },
  "edubase-mcp": {
   "status": "pending"
  },
  "exa": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1801,
   "estimate": "approx. 391 tokens, cl100k estimate",
   "token_count": 391,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": "3.4.3",
   "sha": null,
   "package": "exa-mcp-server",
   "source": "our test records"
  },
  "fetch-reference-python": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1044,
   "estimate": "approx. 222 tokens, cl100k estimate",
   "token_count": 222,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "2026.10.24",
   "sha": null,
   "package": "mcp-server-fetch",
   "source": "our test records"
  },
  "figma-context-mcp-framelink": {
   "status": "pending"
  },
  "files-com-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 74180,
   "estimate": "approx. 16781 tokens, cl100k estimate",
   "token_count": 16781,
   "tokenizer": "cl100k_base",
   "tool_count": 67,
   "measured_on": "2026-11-11",
   "version": "1.0.105",
   "sha": null,
   "package": "files-com-mcp",
   "source": "our test records"
  },
  "firefox-devtools-mcp-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 17104,
   "estimate": "approx. 3607 tokens, cl100k estimate",
   "token_count": 3607,
   "tokenizer": "cl100k_base",
   "tool_count": 35,
   "measured_on": "2026-11-11",
   "version": "0.10.6",
   "sha": null,
   "package": "@mozilla/firefox-devtools-mcp",
   "source": "our test records"
  },
  "github-legacy-reference": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 15854,
   "estimate": "approx. 3359 tokens, cl100k estimate",
   "token_count": 3359,
   "tokenizer": "cl100k_base",
   "tool_count": 26,
   "measured_on": "2026-11-11",
   "version": "2025.4.8",
   "sha": null,
   "package": "@modelcontextprotocol/server-github",
   "source": "our test records"
  },
  "github-mcp-server-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 49376,
   "estimate": "approx. 10709 tokens, cl100k estimate",
   "token_count": 10709,
   "tokenizer": "cl100k_base",
   "tool_count": 46,
   "measured_on": "2026-11-11",
   "version": "2.1.0",
   "sha": null,
   "package": "github/github-mcp-server",
   "source": "our test records"
  },
  "gitlab-zereight": {
   "status": "pending"
  },
  "google-workspace-mcp-taylorwilsdon": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 213087,
   "estimate": "approx. 46166 tokens, cl100k estimate",
   "token_count": 46166,
   "tokenizer": "cl100k_base",
   "tool_count": 119,
   "measured_on": "2026-11-11",
   "version": "2.3.0",
   "sha": null,
   "package": "workspace-mcp",
   "source": "our test records"
  },
  "google-ai-mode-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3457,
   "estimate": "approx. 786 tokens, cl100k estimate",
   "token_count": 786,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": "dbd42638a50b65e7fa3f571aca0bd1229ec6f891",
   "sha": "dbd42638a50b65e7fa3f571aca0bd1229ec6f891",
   "package": "google-ai-mode-mcp",
   "source": "our test records"
  },
  "grafana-mcp-server-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 94475,
   "estimate": "approx. 20513 tokens, cl100k estimate",
   "token_count": 20513,
   "tokenizer": "cl100k_base",
   "tool_count": 79,
   "measured_on": "2026-11-11",
   "version": "2.1.1",
   "sha": null,
   "package": "grafana/mcp-grafana",
   "source": "our test records"
  },
  "hashicorp-boundary-mcp-server-official-beta": {
   "status": "pending"
  },
  "hubspot": {
   "status": "pending"
  },
  "hutchdb-mcp-official-remote": {
   "status": "pending"
  },
  "kagi-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4102,
   "estimate": "approx. 946 tokens, cl100k estimate",
   "token_count": 946,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": "1.1.0",
   "sha": null,
   "package": "kagimcp",
   "source": "our test records"
  },
  "keboola-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 166414,
   "estimate": "approx. 36363 tokens, cl100k estimate",
   "token_count": 36363,
   "tokenizer": "cl100k_base",
   "tool_count": 47,
   "measured_on": "2026-11-11",
   "version": "1.112.2",
   "sha": null,
   "package": "keboola-mcp-server",
   "source": "our test records"
  },
  "kensaku-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3777,
   "estimate": "approx. 807 tokens, cl100k estimate",
   "token_count": 807,
   "tokenizer": "cl100k_base",
   "tool_count": 6,
   "measured_on": "2026-11-11",
   "version": "1.0.11",
   "sha": null,
   "package": "yjid/kensaku-cli",
   "source": "our test records"
  },
  "korean-tax-calc-mcp-upstage": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 145349,
   "estimate": "approx. 78979 tokens, cl100k estimate",
   "token_count": 78979,
   "tokenizer": "cl100k_base",
   "tool_count": 85,
   "measured_on": "2026-11-11",
   "version": "0.15.1",
   "sha": null,
   "package": "korean-tax-calc-mcp",
   "source": "our test records"
  },
  "kubernetes-flux159": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 23022,
   "estimate": "approx. 4862 tokens, cl100k estimate",
   "token_count": 4862,
   "tokenizer": "cl100k_base",
   "tool_count": 23,
   "measured_on": "2026-11-11",
   "version": "4.2.2",
   "sha": null,
   "package": "mcp-server-kubernetes",
   "source": "our test records"
  },
  "lara-translate": {
   "status": "pending"
  },
  "line-bot-official": {
   "status": "pending"
  },
  "mailveri-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3247,
   "estimate": "approx. 717 tokens, cl100k estimate",
   "token_count": 717,
   "tokenizer": "cl100k_base",
   "tool_count": 6,
   "measured_on": "2026-11-11",
   "version": "01f1bbd0aa1a454b65d6900937dd42d2876a05d9",
   "sha": "01f1bbd0aa1a454b65d6900937dd42d2876a05d9",
   "package": "mailveri-mcp",
   "source": "our test records"
  },
  "mapbox-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 69814,
   "estimate": "approx. 15978 tokens, cl100k estimate",
   "token_count": 15978,
   "tokenizer": "cl100k_base",
   "tool_count": 31,
   "measured_on": "2026-11-11",
   "version": "0.17.0",
   "sha": null,
   "package": "@mapbox/mcp-server",
   "source": "our test records"
  },
  "mcp-fiscal-brasil": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 32032,
   "estimate": "approx. 8765 tokens, cl100k estimate",
   "token_count": 8765,
   "tokenizer": "cl100k_base",
   "tool_count": 44,
   "measured_on": "2026-11-11",
   "version": "0.5.1",
   "sha": null,
   "package": "mcp-fiscal-brasil",
   "source": "our test records"
  },
  "mcp-proxy-python": {
   "status": "pending"
  },
  "microsoft-365-mcp-softeria": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1007332,
   "estimate": "approx. 238259 tokens, cl100k estimate",
   "token_count": 238259,
   "tokenizer": "cl100k_base",
   "tool_count": 202,
   "measured_on": "2026-11-11",
   "version": "0.178.0",
   "sha": null,
   "package": "@softeria/ms-365-mcp-server",
   "source": "our test records"
  },
  "microsoft-hybrid-computer-use": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 11066,
   "estimate": "approx. 2614 tokens, cl100k estimate",
   "token_count": 2614,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": "697d3fbda04cb322915866bab1aad79c726a61e3",
   "sha": "697d3fbda04cb322915866bab1aad79c726a61e3",
   "package": "hybrid-computer-use",
   "source": "our test records"
  },
  "mistral-mcp-community-swih": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 21796,
   "estimate": "approx. 4786 tokens, cl100k estimate",
   "token_count": 4786,
   "tokenizer": "cl100k_base",
   "tool_count": 6,
   "measured_on": "2026-11-11",
   "version": "1.0.0",
   "sha": null,
   "package": "mistral-mcp",
   "source": "our test records"
  },
  "mobile-mcp-mobile-next": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 26631,
   "estimate": "approx. 5748 tokens, cl100k estimate",
   "token_count": 5748,
   "tokenizer": "cl100k_base",
   "tool_count": 34,
   "measured_on": "2026-11-11",
   "version": "1.0.14",
   "sha": null,
   "package": "@mobilenext/mobile-mcp",
   "source": "our test records"
  },
  "moodle-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4380,
   "estimate": "approx. 942 tokens, cl100k estimate",
   "token_count": 942,
   "tokenizer": "cl100k_base",
   "tool_count": 10,
   "measured_on": "2026-11-11",
   "version": "1546a7009b0111c1a48ee5f736e89772ec08dd5c",
   "sha": "1546a7009b0111c1a48ee5f736e89772ec08dd5c",
   "package": "moodle-mcp",
   "source": "our test records"
  },
  "motherduck-duckdb-official": {
   "status": "pending"
  },
  "neo4j-cypher-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1533,
   "estimate": "approx. 340 tokens, cl100k estimate",
   "token_count": 340,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "0.6.0",
   "sha": null,
   "package": "mcp-neo4j-cypher",
   "source": "our test records"
  },
  "netlify-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 20603,
   "estimate": "approx. 4673 tokens, cl100k estimate",
   "token_count": 4673,
   "tokenizer": "cl100k_base",
   "tool_count": 10,
   "measured_on": "2026-11-11",
   "version": "1.21.0",
   "sha": null,
   "package": "@netlify/mcp",
   "source": "our test records"
  },
  "next-ai-draw-io-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 18239,
   "estimate": "approx. 4339 tokens, cl100k estimate",
   "token_count": 4339,
   "tokenizer": "cl100k_base",
   "tool_count": 16,
   "measured_on": "2026-11-11",
   "version": "0.4.7",
   "sha": null,
   "package": "@next-ai-drawio/mcp-server",
   "source": "our test records"
  },
  "notion-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 74611,
   "estimate": "approx. 16383 tokens, cl100k estimate",
   "token_count": 16383,
   "tokenizer": "cl100k_base",
   "tool_count": 24,
   "measured_on": "2026-11-11",
   "version": "2.6.1",
   "sha": null,
   "package": "@notionhq/notion-mcp-server",
   "source": "our test records"
  },
  "ollama-mcp-community-rawveg": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 6071,
   "estimate": "approx. 1280 tokens, cl100k estimate",
   "token_count": 1280,
   "tokenizer": "cl100k_base",
   "tool_count": 13,
   "measured_on": "2026-11-11",
   "version": "2.1.0",
   "sha": null,
   "package": "ollama-mcp",
   "source": "our test records"
  },
  "omophub-mcp-server": {
   "status": "pending"
  },
  "oneuptime-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 211511,
   "estimate": "approx. 45985 tokens, cl100k estimate",
   "token_count": 45985,
   "tokenizer": "cl100k_base",
   "tool_count": 351,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "oneuptime-remote",
   "source": "our test records"
  },
  "pandoc": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 5768,
   "estimate": "approx. 1304 tokens, cl100k estimate",
   "token_count": 1304,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "0.11.1",
   "sha": null,
   "package": "mcp-pandoc",
   "source": "our test records"
  },
  "pdf-mcp": {
   "status": "pending"
  },
  "perplexity-official": {
   "status": "pending"
  },
  "pinecone-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 34489,
   "estimate": "approx. 8164 tokens, cl100k estimate",
   "token_count": 8164,
   "tokenizer": "cl100k_base",
   "tool_count": 12,
   "measured_on": "2026-11-11",
   "version": "0.4.0",
   "sha": null,
   "package": "@pinecone-database/mcp",
   "source": "our test records"
  },
  "playwright-automata-labs": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2687,
   "estimate": "approx. 546 tokens, cl100k estimate",
   "token_count": 546,
   "tokenizer": "cl100k_base",
   "tool_count": 10,
   "measured_on": "2026-11-11",
   "version": "1.2.1",
   "sha": null,
   "package": "@automatalabs/mcp-server-playwright",
   "source": "our test records"
  },
  "playwright-mcp-executeautomation": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 13851,
   "estimate": "approx. 2791 tokens, cl100k estimate",
   "token_count": 2791,
   "tokenizer": "cl100k_base",
   "tool_count": 33,
   "measured_on": "2026-11-11",
   "version": "1.0.12",
   "sha": null,
   "package": "@executeautomation/playwright-mcp-server",
   "source": "our test records"
  },
  "porkbun-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 173127,
   "estimate": "approx. 40842 tokens, cl100k estimate",
   "token_count": 40842,
   "tokenizer": "cl100k_base",
   "tool_count": 120,
   "measured_on": "2026-11-11",
   "version": "0.55.0",
   "sha": null,
   "package": "@porkbunllc/mcp-server",
   "source": "our test records"
  },
  "postgres-legacy-reference": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 131,
   "estimate": "approx. 32 tokens, cl100k estimate",
   "token_count": 32,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "0.6.2",
   "sha": null,
   "package": "@modelcontextprotocol/server-postgres",
   "source": "our test records"
  },
  "postgresql-mcp-henkdz": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 27749,
   "estimate": "approx. 5646 tokens, cl100k estimate",
   "token_count": 5646,
   "tokenizer": "cl100k_base",
   "tool_count": 18,
   "measured_on": "2026-11-11",
   "version": "1.0.7",
   "sha": null,
   "package": "@henkey/postgres-mcp-server",
   "source": "our test records"
  },
  "postman-mcp-server-official": {
   "status": "pending"
  },
  "puppeteer-hisma-fork": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2237,
   "estimate": "approx. 468 tokens, cl100k estimate",
   "token_count": 468,
   "tokenizer": "cl100k_base",
   "tool_count": 7,
   "measured_on": "2026-11-11",
   "version": "0.6.5",
   "sha": null,
   "package": "@hisma/server-puppeteer",
   "source": "our test records"
  },
  "puppeteer-legacy-reference": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2448,
   "estimate": "approx. 518 tokens, cl100k estimate",
   "token_count": 518,
   "tokenizer": "cl100k_base",
   "tool_count": 7,
   "measured_on": "2026-11-11",
   "version": "2025.5.12",
   "sha": null,
   "package": "@modelcontextprotocol/server-puppeteer",
   "source": "our test records"
  },
  "puppeteer-mcp-community": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2320,
   "estimate": "approx. 486 tokens, cl100k estimate",
   "token_count": 486,
   "tokenizer": "cl100k_base",
   "tool_count": 8,
   "measured_on": "2026-11-11",
   "version": "0.7.2",
   "sha": null,
   "package": "puppeteer-mcp-server",
   "source": "our test records"
  },
  "qase-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 56381,
   "estimate": "approx. 13196 tokens, cl100k estimate",
   "token_count": 13196,
   "tokenizer": "cl100k_base",
   "tool_count": 42,
   "measured_on": "2026-11-11",
   "version": "3.0.6",
   "sha": null,
   "package": "@qase/mcp-server",
   "source": "our test records"
  },
  "read-website-fast": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 627,
   "estimate": "approx. 126 tokens, cl100k estimate",
   "token_count": 126,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "0.1.37",
   "sha": null,
   "package": "@just-every/mcp-read-website-fast",
   "source": "our test records"
  },
  "scrapingbee-mcp-official-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 39893,
   "estimate": "approx. 8829 tokens, cl100k estimate",
   "token_count": 8829,
   "tokenizer": "cl100k_base",
   "tool_count": 18,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "scrapingbee-remote",
   "source": "our test records"
  },
  "speedrun-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1868,
   "estimate": "approx. 434 tokens, cl100k estimate",
   "token_count": 434,
   "tokenizer": "cl100k_base",
   "tool_count": 7,
   "measured_on": "2026-11-11",
   "version": "0.2.10",
   "sha": null,
   "package": "hubastard/speedrun",
   "source": "our test records"
  },
  "stalemap": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4706,
   "estimate": "approx. 1037 tokens, cl100k estimate",
   "token_count": 1037,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": "0.4.1",
   "sha": null,
   "package": "stalemap",
   "source": "our test records"
  },
  "synology-nas-cli-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 6282,
   "estimate": "approx. 1437 tokens, cl100k estimate",
   "token_count": 1437,
   "tokenizer": "cl100k_base",
   "tool_count": 15,
   "measured_on": "2026-11-11",
   "version": "9e98f030e6969266421ccbd9832fc8a584f9d9b0",
   "sha": "9e98f030e6969266421ccbd9832fc8a584f9d9b0",
   "package": "synology-nas-cli",
   "source": "our test records"
  },
  "teamwork-com-mcp-official-remote": {
   "status": "pending"
  },
  "terraform-mcp-server-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 8545,
   "estimate": "approx. 1775 tokens, cl100k estimate",
   "token_count": 1775,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "1.4.1",
   "sha": null,
   "package": "hashicorp/terraform-mcp-server",
   "source": "our test records"
  },
  "todoist-mcp-remote": {
   "status": "pending"
  },
  "toggl-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 118530,
   "estimate": "approx. 26860 tokens, cl100k estimate",
   "token_count": 26860,
   "tokenizer": "cl100k_base",
   "tool_count": 54,
   "measured_on": "2026-11-11",
   "version": "1.13.121",
   "sha": null,
   "package": "@togglhq/mcp",
   "source": "our test records"
  },
  "unisat-openapi-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3363,
   "estimate": "approx. 705 tokens, cl100k estimate",
   "token_count": 705,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": "1.0.0",
   "sha": null,
   "package": "@unisat/openapi-mcp",
   "source": "our test records"
  },
  "upstash-official": {
   "status": "pending"
  },
  "wavespeed-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 18217,
   "estimate": "approx. 4547 tokens, cl100k estimate",
   "token_count": 4547,
   "tokenizer": "cl100k_base",
   "tool_count": 16,
   "measured_on": "2026-11-11",
   "version": "1.2.5",
   "sha": null,
   "package": "@wavespeed/mcp",
   "source": "our test records"
  },
  "webdriverio-mcp-official": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 37681,
   "estimate": "approx. 8195 tokens, cl100k estimate",
   "token_count": 8195,
   "tokenizer": "cl100k_base",
   "tool_count": 37,
   "measured_on": "2026-11-11",
   "version": "3.14.0",
   "sha": null,
   "package": "@wdio/mcp",
   "source": "our test records"
  },
  "webflow-mcp-server-official": {
   "status": "pending"
  },
  "youtube-transcript": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 334,
   "estimate": "approx. 78 tokens, cl100k estimate",
   "token_count": 78,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "0.1.1",
   "sha": null,
   "package": "@kimtaeyoon83/mcp-server-youtube-transcript",
   "source": "our test records"
  },
  "yutu-youtube-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 62946,
   "estimate": "approx. 13439 tokens, cl100k estimate",
   "token_count": 13439,
   "tokenizer": "cl100k_base",
   "tool_count": 74,
   "measured_on": "2026-11-11",
   "version": "0.11.0",
   "sha": null,
   "package": "@eat-pray-ai/yutu",
   "source": "our test records"
  },
  "zotero": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3402,
   "estimate": "approx. 743 tokens, cl100k estimate",
   "token_count": 743,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "0.3.1",
   "sha": null,
   "package": "zotero-mcp",
   "source": "our test records"
  },
  "rea-reverse-engineer-anything": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 773153,
   "estimate": "approx. 179483 tokens, cl100k estimate",
   "token_count": 179483,
   "tokenizer": "cl100k_base",
   "tool_count": 207,
   "measured_on": "2026-11-11",
   "version": "6.7.0",
   "sha": null,
   "package": "rea-agents",
   "source": "our test records"
  },
  "lottiefiles-generative-icons-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3924,
   "estimate": "approx. 882 tokens, cl100k estimate",
   "token_count": 882,
   "tokenizer": "cl100k_base",
   "tool_count": 6,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "lottiefiles-icons-remote",
   "source": "our test records"
  },
  "inspo-by-context-dev-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 960,
   "estimate": "approx. 221 tokens, cl100k estimate",
   "token_count": 221,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "inspo-context-remote",
   "source": "our test records"
  },
  "synorb-mcp-official-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 31566,
   "estimate": "approx. 6917 tokens, cl100k estimate",
   "token_count": 6917,
   "tokenizer": "cl100k_base",
   "tool_count": 11,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "synorb-remote",
   "source": "our test records"
  },
  "21st-dev-magic": {
   "status": "pending"
  },
  "airbyte-mcp-official-remote": {
   "status": "pending"
  },
  "algolia-productivity-mcp-official-remote": {
   "status": "pending"
  },
  "basecamp-mcp-official-remote": {
   "status": "pending"
  },
  "cloudflare": {
   "status": "pending"
  },
  "codenib-codegraph": {
   "status": "pending"
  },
  "dench-mcp-remote": {
   "status": "pending"
  },
  "deployhq-mcp-official-remote": {
   "status": "pending"
  },
  "fly-io-mcp-official-remote": {
   "status": "pending"
  },
  "framer-mcp-official-remote": {
   "status": "pending"
  },
  "gitlab-mcp-official-remote": {
   "status": "pending"
  },
  "instatus-mcp-remote": {
   "status": "pending"
  },
  "linear-mcp-official-remote": {
   "status": "pending"
  },
  "loadster-mcp-remote": {
   "status": "pending"
  },
  "make-mcp-official-remote-v2": {
   "status": "pending"
  },
  "mollie-mcp-official-remote": {
   "status": "pending"
  },
  "obsidian": {
   "status": "pending"
  },
  "readwise-mcp-remote": {
   "status": "pending"
  },
  "savvycal-mcp-official-remote": {
   "status": "pending"
  },
  "spacefast-mcp-remote": {
   "status": "pending"
  },
  "suno-mcp-official-remote-beta": {
   "status": "pending"
  },
  "memory-keeper": {
   "status": "pending"
  },
  "neo4j-memory-official": {
   "status": "pending"
  },
  "paypal-official": {
   "status": "pending"
  },
  "postgres-mcp-pro-crystal-dba": {
   "status": "pending"
  },
  "supabase-official": {
   "status": "pending"
  },
  "xero-remote-mcp-official": {
   "status": "pending"
  },
  "sentry-official": {
   "status": "pending"
  },
  "hunter-mcp-remote": {
   "status": "pending"
  },
  "lbrain-agent-memory": {
   "status": "pending"
  },
  "meta-ads-mcp-official-remote": {
   "status": "pending"
  },
  "mongodb-atlas-managed-mcp-official-remote": {
   "status": "pending"
  },
  "picsart-mcp-remote": {
   "status": "pending"
  },
  "pocketsmith-mcp-remote": {
   "status": "pending"
  },
  "docker": {
   "status": "pending"
  },
  "elevenlabs-mcp-official-repo-archived": {
   "status": "pending"
  },
  "gitlab-legacy-reference": {
   "status": "pending"
  },
  "google-drive-legacy-reference": {
   "status": "pending"
  },
  "mysql": {
   "status": "pending"
  },
  "slack-legacy-reference": {
   "status": "pending"
  },
  "sqlite-npx": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1446,
   "estimate": "approx. 316 tokens, cl100k estimate",
   "token_count": 316,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-10-22",
   "version": "0.8.0",
   "sha": null,
   "package": "mcp-server-sqlite-npx",
   "source": "recorded tool schemas"
  },
  "twilio-alpha": {
   "status": "pending"
  },
  "brave-search-legacy-reference": {
   "status": "pending"
  },
  "elasticsearch-official": {
   "status": "pending"
  },
  "everart-legacy-reference": {
   "status": "pending"
  },
  "fetch-python-alt": {
   "status": "pending"
  },
  "filesystem-cyanheads": {
   "status": "pending"
  },
  "gmail-gongrzhe": {
   "status": "pending"
  },
  "google-maps-legacy-reference": {
   "status": "pending"
  },
  "neon-official": {
   "status": "pending"
  },
  "sentry-legacy-reference-python": {
   "status": "pending"
  },
  "sqlite-legacy-reference-python": {
   "status": "pending"
  },
  "stripe-official": {
   "status": "pending"
  },
  "tree-sitter": {
   "status": "pending"
  },
  "youtube-transcript-python": {
   "status": "pending"
  },
  "chroma-official": {
   "status": "pending"
  },
  "lm-studio-mcp-community-samscarrow": {
   "status": "pending"
  },
  "railway": {
   "status": "pending"
  },
  "sanity": {
   "status": "pending"
  },
  "memory-python": {
   "status": "pending"
  },
  "playwright-python": {
   "status": "pending"
  },
  "office-word": {
   "status": "pending"
  },
  "vercel-mcp-official-remote": {
   "status": "pending"
  },
  "kubernetes-python": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 23022,
   "estimate": "approx. 4907 tokens, cl100k estimate",
   "token_count": 4907,
   "tokenizer": "cl100k_base",
   "tool_count": 23,
   "measured_on": "2026-11-10",
   "version": "0.1.6",
   "sha": null,
   "package": "mcp-server-kubernetes",
   "source": "our raw test results probe.full_tools"
  },
  "aws-core-aws-labs": {
   "status": "pending"
  },
  "brain4agent": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2776,
   "estimate": "approx. 617 tokens, cl100k estimate",
   "token_count": 617,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": "0.0.3",
   "sha": null,
   "package": "Brain4Agent",
   "source": "our test records"
  },
  "lasik": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2092,
   "estimate": "approx. 499 tokens, cl100k estimate",
   "token_count": 499,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": "0.3.0",
   "sha": null,
   "package": "lasik-agents",
   "source": "our test records"
  },
  "fiverr-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 14982,
   "estimate": "approx. 3394 tokens, cl100k estimate",
   "token_count": 3394,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "fiverr-remote",
   "source": "our test records"
  },
  "gearhost-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 22598,
   "estimate": "approx. 5122 tokens, cl100k estimate",
   "token_count": 5122,
   "tokenizer": "cl100k_base",
   "tool_count": 21,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "gearhost-remote",
   "source": "our test records"
  },
  "gemini-notebook-api-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 9095,
   "estimate": "approx. 1923 tokens, cl100k estimate",
   "token_count": 1923,
   "tokenizer": "cl100k_base",
   "tool_count": 7,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "gemini-notebook-remote",
   "source": "our test records"
  },
  "productboard-mcp-remote": {
   "status": "pending"
  },
  "bestprice-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 12277,
   "estimate": "approx. 2536 tokens, cl100k estimate",
   "token_count": 2536,
   "tokenizer": "cl100k_base",
   "tool_count": 6,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "bestprice-remote",
   "source": "our test records"
  },
  "celo-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7495,
   "estimate": "approx. 1538 tokens, cl100k estimate",
   "token_count": 1538,
   "tokenizer": "cl100k_base",
   "tool_count": 17,
   "measured_on": "2026-11-11",
   "version": "0.4.3",
   "sha": null,
   "package": "celo-mcp",
   "source": "our test records"
  },
  "edgegap-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 57209,
   "estimate": "approx. 12760 tokens, cl100k estimate",
   "token_count": 12760,
   "tokenizer": "cl100k_base",
   "tool_count": 43,
   "measured_on": "2026-11-11",
   "version": "0.17.2",
   "sha": null,
   "package": "@edgegap/mcp",
   "source": "our test records"
  },
  "ui5-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 9675,
   "estimate": "approx. 2119 tokens, cl100k estimate",
   "token_count": 2119,
   "tokenizer": "cl100k_base",
   "tool_count": 10,
   "measured_on": "2026-11-11",
   "version": "0.3.3",
   "sha": null,
   "package": "@ui5/mcp-server",
   "source": "our test records"
  },
  "jina-ai-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7657,
   "estimate": "approx. 1884 tokens, cl100k estimate",
   "token_count": 1884,
   "tokenizer": "cl100k_base",
   "tool_count": 12,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "jina-remote",
   "source": "our test records"
  },
  "sap-cap-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1928,
   "estimate": "approx. 427 tokens, cl100k estimate",
   "token_count": 427,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": "0.1.0",
   "sha": null,
   "package": "@cap-js/mcp-server",
   "source": "our test records"
  },
  "n8n-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 9245,
   "estimate": "approx. 1966 tokens, cl100k estimate",
   "token_count": 1966,
   "tokenizer": "cl100k_base",
   "tool_count": 7,
   "measured_on": "2026-11-11",
   "version": "2.102.0",
   "sha": null,
   "package": "n8n-mcp",
   "source": "our test records"
  },
  "nx-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 595,
   "estimate": "approx. 128 tokens, cl100k estimate",
   "token_count": 128,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": "0.25.3",
   "sha": null,
   "package": "nx-mcp",
   "source": "our test records"
  },
  "jcodemunch": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 4173,
   "estimate": "approx. 913 tokens, cl100k estimate",
   "token_count": 913,
   "tokenizer": "cl100k_base",
   "tool_count": 6,
   "measured_on": "2026-11-11",
   "version": "1.108.434",
   "sha": null,
   "package": "jcodemunch-mcp",
   "source": "our test records"
  },
  "mastra-docs-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 14412,
   "estimate": "approx. 3193 tokens, cl100k estimate",
   "token_count": 3193,
   "tokenizer": "cl100k_base",
   "tool_count": 13,
   "measured_on": "2026-11-11",
   "version": "1.3.12",
   "sha": null,
   "package": "@mastra/mcp-docs-server",
   "source": "our test records"
  },
  "korean-law-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 12707,
   "estimate": "approx. 6576 tokens, cl100k estimate",
   "token_count": 6576,
   "tokenizer": "cl100k_base",
   "tool_count": 10,
   "measured_on": "2026-11-11",
   "version": "4.15.23",
   "sha": null,
   "package": "korean-law-mcp",
   "source": "our test records"
  },
  "radar-cnpj": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 16695,
   "estimate": "approx. 4806 tokens, cl100k estimate",
   "token_count": 4806,
   "tokenizer": "cl100k_base",
   "tool_count": 12,
   "measured_on": "2026-11-11",
   "version": "0.4.0",
   "sha": null,
   "package": "radar-cnpj-mcp",
   "source": "our test records"
  },
  "justlend-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 72960,
   "estimate": "approx. 17553 tokens, cl100k estimate",
   "token_count": 17553,
   "tokenizer": "cl100k_base",
   "tool_count": 104,
   "measured_on": "2026-11-11",
   "version": "1.1.3",
   "sha": null,
   "package": "@justlend/mcp-server-justlend",
   "source": "our test records"
  },
  "cloudbase-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 136762,
   "estimate": "approx. 56457 tokens, cl100k estimate",
   "token_count": 56457,
   "tokenizer": "cl100k_base",
   "tool_count": 42,
   "measured_on": "2026-11-11",
   "version": "2.37.5",
   "sha": null,
   "package": "@cloudbase/cloudbase-mcp",
   "source": "our test records"
  },
  "graphql-mcp-enhanced": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2504,
   "estimate": "approx. 510 tokens, cl100k estimate",
   "token_count": 510,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": "4.17.1",
   "sha": null,
   "package": "@letoribo/mcp-graphql-enhanced",
   "source": "our test records"
  },
  "kubb-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1633,
   "estimate": "approx. 393 tokens, cl100k estimate",
   "token_count": 393,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "5.18.1",
   "sha": null,
   "package": "@kubb/mcp",
   "source": "our test records"
  },
  "angular-cli-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 13829,
   "estimate": "approx. 2942 tokens, cl100k estimate",
   "token_count": 2942,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "22.2.6",
   "sha": null,
   "package": "@angular/cli",
   "source": "our test records"
  },
  "scryfall-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2239,
   "estimate": "approx. 562 tokens, cl100k estimate",
   "token_count": 562,
   "tokenizer": "cl100k_base",
   "tool_count": 7,
   "measured_on": "2026-11-11",
   "version": "0.1.1",
   "sha": null,
   "package": "scryfall-mcp-server",
   "source": "our test records"
  },
  "azure-devops-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 77801,
   "estimate": "approx. 16641 tokens, cl100k estimate",
   "token_count": 16641,
   "tokenizer": "cl100k_base",
   "tool_count": 44,
   "measured_on": "2026-11-11",
   "version": "2.11.0",
   "sha": null,
   "package": "@azure-devops/mcp",
   "source": "our test records"
  },
  "copilot-studio-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7819,
   "estimate": "approx. 1525 tokens, cl100k estimate",
   "token_count": 1525,
   "tokenizer": "cl100k_base",
   "tool_count": 9,
   "measured_on": "2026-11-11",
   "version": "1.0.4",
   "sha": null,
   "package": "@microsoft/copilot-studio-mcp",
   "source": "our test records"
  },
  "launchdarkly-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 31351,
   "estimate": "approx. 6634 tokens, cl100k estimate",
   "token_count": 6634,
   "tokenizer": "cl100k_base",
   "tool_count": 30,
   "measured_on": "2026-11-11",
   "version": "0.7.2",
   "sha": null,
   "package": "@launchdarkly/mcp-server",
   "source": "our test records"
  },
  "power-bi-modeling-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 83091,
   "estimate": "approx. 17921 tokens, cl100k estimate",
   "token_count": 17921,
   "tokenizer": "cl100k_base",
   "tool_count": 22,
   "measured_on": "2026-11-11",
   "version": "1.0.1",
   "sha": null,
   "package": "@microsoft/powerbi-modeling-mcp",
   "source": "our test records"
  },
  "smartbear-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 931154,
   "estimate": "approx. 230507 tokens, cl100k estimate",
   "token_count": 230507,
   "tokenizer": "cl100k_base",
   "tool_count": 316,
   "measured_on": "2026-11-11",
   "version": "0.43.0",
   "sha": null,
   "package": "@smartbear/mcp",
   "source": "our test records"
  },
  "nist-nvd-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 11233,
   "estimate": "approx. 2583 tokens, cl100k estimate",
   "token_count": 2583,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": "0.4.0",
   "sha": null,
   "package": "@cyanheads/nist-nvd-mcp-server",
   "source": "our test records"
  },
  "nuxt-docs-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 17357,
   "estimate": "approx. 4191 tokens, cl100k estimate",
   "token_count": 4191,
   "tokenizer": "cl100k_base",
   "tool_count": 13,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "nuxt-docs-remote",
   "source": "our test records"
  },
  "semgrep-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 6957,
   "estimate": "approx. 1506 tokens, cl100k estimate",
   "token_count": 1506,
   "tokenizer": "cl100k_base",
   "tool_count": 7,
   "measured_on": "2026-11-11",
   "version": "1.185.0",
   "sha": null,
   "package": "semgrep",
   "source": "our test records"
  },
  "snyk-cli-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 29503,
   "estimate": "approx. 6580 tokens, cl100k estimate",
   "token_count": 6580,
   "tokenizer": "cl100k_base",
   "tool_count": 14,
   "measured_on": "2026-11-11",
   "version": "1.1308.4",
   "sha": null,
   "package": "snyk",
   "source": "our test records"
  },
  "posthog-mcp-remote": {
   "status": "pending"
  },
  "honeycomb-mcp-remote": {
   "status": "pending"
  },
  "render-mcp-remote": {
   "status": "pending"
  },
  "pubmed-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 34197,
   "estimate": "approx. 8052 tokens, cl100k estimate",
   "token_count": 8052,
   "tokenizer": "cl100k_base",
   "tool_count": 12,
   "measured_on": "2026-11-11",
   "version": "2.12.0",
   "sha": null,
   "package": "@cyanheads/pubmed-mcp-server",
   "source": "our test records"
  },
  "mui-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 8154,
   "estimate": "approx. 2788 tokens, cl100k estimate",
   "token_count": 2788,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "0.1.9",
   "sha": null,
   "package": "@mui/mcp",
   "source": "our test records"
  },
  "socket-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 9038,
   "estimate": "approx. 2049 tokens, cl100k estimate",
   "token_count": 2049,
   "tokenizer": "cl100k_base",
   "tool_count": 7,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "socket-remote",
   "source": "our test records"
  },
  "chakra-ui-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7283,
   "estimate": "approx. 1561 tokens, cl100k estimate",
   "token_count": 1561,
   "tokenizer": "cl100k_base",
   "tool_count": 7,
   "measured_on": "2026-11-11",
   "version": "2.1.1",
   "sha": null,
   "package": "@chakra-ui/react-mcp",
   "source": "our test records"
  },
  "hugging-face-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 8360,
   "estimate": "approx. 1967 tokens, cl100k estimate",
   "token_count": 1967,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "huggingface-remote",
   "source": "our test records"
  },
  "cloudflare-docs-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 963,
   "estimate": "approx. 229 tokens, cl100k estimate",
   "token_count": 229,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "cloudflare-docs-remote",
   "source": "our test records"
  },
  "dbt-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 85451,
   "estimate": "approx. 18871 tokens, cl100k estimate",
   "token_count": 18871,
   "tokenizer": "cl100k_base",
   "tool_count": 39,
   "measured_on": "2026-11-11",
   "version": "2.10.1",
   "sha": null,
   "package": "dbt-mcp",
   "source": "our test records"
  },
  "gitmcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2880,
   "estimate": "approx. 588 tokens, cl100k estimate",
   "token_count": 588,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "gitmcp-remote",
   "source": "our test records"
  },
  "convex-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 10732,
   "estimate": "approx. 2234 tokens, cl100k estimate",
   "token_count": 2234,
   "tokenizer": "cl100k_base",
   "tool_count": 12,
   "measured_on": "2026-11-11",
   "version": "1.49.0",
   "sha": null,
   "package": "convex",
   "source": "our test records"
  },
  "aws-knowledge-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 7452,
   "estimate": "approx. 1784 tokens, cl100k estimate",
   "token_count": 1784,
   "tokenizer": "cl100k_base",
   "tool_count": 5,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "aws-knowledge-remote",
   "source": "our test records"
  },
  "microsoft-learn-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3769,
   "estimate": "approx. 699 tokens, cl100k estimate",
   "token_count": 699,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "microsoft-learn-remote",
   "source": "our test records"
  },
  "deepwiki-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 1147,
   "estimate": "approx. 243 tokens, cl100k estimate",
   "token_count": 243,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "deepwiki-remote",
   "source": "our test records"
  },
  "mixpanel-mcp-remote": {
   "status": "pending"
  },
  "wix-mcp-remote": {
   "status": "pending"
  },
  "bla-blind-llm-agents": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 37131,
   "estimate": "approx. 8212 tokens, cl100k estimate",
   "token_count": 8212,
   "tokenizer": "cl100k_base",
   "tool_count": 31,
   "measured_on": "2026-11-11",
   "version": "3.2.4",
   "sha": null,
   "package": "bla-agents",
   "source": "our test records"
  },
  "prisma-cli-mcp": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2300,
   "estimate": "approx. 495 tokens, cl100k estimate",
   "token_count": 495,
   "tokenizer": "cl100k_base",
   "tool_count": 3,
   "measured_on": "2026-11-11",
   "version": "7.10.1",
   "sha": null,
   "package": "prisma",
   "source": "our test records"
  },
  "astro-docs-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 291,
   "estimate": "approx. 64 tokens, cl100k estimate",
   "token_count": 64,
   "tokenizer": "cl100k_base",
   "tool_count": 1,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "astro-docs-remote",
   "source": "our test records"
  },
  "wikimedia-enterprise-docs-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 2701,
   "estimate": "approx. 640 tokens, cl100k estimate",
   "token_count": 640,
   "tokenizer": "cl100k_base",
   "tool_count": 4,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "wikimedia-enterprise-docs-remote",
   "source": "our test records"
  },
  "autodesk-aps-help-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 13475,
   "estimate": "approx. 3583 tokens, cl100k estimate",
   "token_count": 3583,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "autodesk-product-help-remote",
   "source": "our test records"
  },
  "qt-documentation-mcp-remote": {
   "status": "estimate",
   "label": "estimate",
   "raw_character_count": 3281,
   "estimate": "approx. 783 tokens, cl100k estimate",
   "token_count": 783,
   "tokenizer": "cl100k_base",
   "tool_count": 2,
   "measured_on": "2026-11-11",
   "version": null,
   "sha": null,
   "package": "qt-docs-remote",
   "source": "our test records"
  }
 }
}