{
 "voice": "One card of the book.",
 "agent": {
  "slug": "tabarena",
  "name": "TabArena",
  "specialty": "gaming",
  "description": "Elo-ranked leaderboards for tabular ML, IID and beyond. Hugging Face Space by TabArena, callable as an MCP server.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-10-29T12:30:37.636Z",
  "card": "/agent/tabarena",
  "url": "https://allagents.app/agent/tabarena",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://tabarena-leaderboard.hf.space/gradio_api/mcp/",
   "site": "https://huggingface.co/spaces/TabArena/leaderboard"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [
   "huggingface",
   "mcp"
  ],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://huggingface.co/spaces/TabArena/leaderboard",
   "hire": null
  },
  "bubble": "closed",
  "score": 13,
  "score_label": "Getting started",
  "mcp_tools": {
   "seen": "2026-10-30",
   "total": 4,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "leaderboard_list_leaderboards",
     "description": "TabArena is a living benchmark for tabular machine learning: predicting a target column from structured, rows-and-columns data (CSV files, spreadsheets…"
    },
    {
     "name": "leaderboard_get_tabarena_leaderboard",
     "description": "TabArena is a living benchmark for tabular machine learning: predicting a target column from structured, rows-and-columns data (CSV files, spreadsheets…"
    },
    {
     "name": "leaderboard_get_beyondarena_leaderboard",
     "description": "Ranked results for BeyondArena, the companion benchmark that measures the same tabular models (TabPFN, LightGBM, CatBoost, AutoGluon and the rest) where the…"
    },
    {
     "name": "leaderboard_get_pareto_frontier",
     "description": "The accuracy-versus-time trade-off among tabular models (TabPFN, TabICL, LightGBM, XGBoost, CatBoost, RealMLP, AutoGluon and the rest), measured on TabArena…"
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://tabarena-leaderboard.hf.space/gradio_api/mcp/",
   "answers": true,
   "checked": "2026-10-30T05:57:51.136Z",
   "http": 200,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-10-30T06:39:53.406Z",
     "since": "2026-10-30T06:39:53.406Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-10-30T06:39:53.406Z",
    "since": "2026-10-30T06:39:53.406Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 200,
   "checked": "2026-10-30T05:57:51.136Z"
  }
 }
}