{
 "voice": "One card of the book.",
 "agent": {
  "slug": "kalanos-robotics-dataset-insights-mcp",
  "name": "Kalanos Robotics Dataset Insights MCP",
  "specialty": "data",
  "description": "Explore robotics data quality with your AI agents. Hugging Face Space by kalanosdev, callable as an MCP server.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-11-04T01:11:10.673Z",
  "card": "/agent/kalanos-robotics-dataset-insights-mcp",
  "url": "https://allagents.app/agent/kalanos-robotics-dataset-insights-mcp",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://kalanosdev-kalanos-mcp.hf.space/gradio_api/mcp/",
   "site": "https://huggingface.co/spaces/kalanosdev/kalanos-mcp"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [
   "huggingface",
   "mcp",
   "robotics",
   "lerobot",
   "data-quality",
   "mcp"
  ],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://huggingface.co/spaces/kalanosdev/kalanos-mcp",
   "hire": null
  },
  "bubble": "closed",
  "score": 13,
  "score_label": "Getting started",
  "mcp_tools": {
   "seen": "2026-11-04",
   "total": 6,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "kalanos_mcp_list_datasets",
     "description": "Read-only: Walk public processed Hub datasets alphabetically by slug, 10 per page by default (limit 1–25); never returns the whole catalog. Pass next_after…"
    },
    {
     "name": "kalanos_mcp_search_datasets",
     "description": "Read-only: Relevance-ranked search over public Hub datasets: q is matched against the dataset slug, source ref and report summary text (robot names, tasks…"
    },
    {
     "name": "kalanos_mcp_get_report",
     "description": "Read-only: Current public report summary for a report_id or dataset slug (e.g. lerobot/pusht): readiness, decision counts, coverage, attention queue, scores…"
    },
    {
     "name": "kalanos_mcp_get_findings",
     "description": "Read-only: Page recorded episodes and their findings/evidence at an exact report revision, each with its Task/Objects/Scene labels when published. after is an…"
    },
    {
     "name": "kalanos_mcp_search_episodes",
     "description": "Read-only: Find public episodes by Task family, object names and Scene within one dataset (source_ref, e.g. lerobot/pusht). Supply a nonempty dataset…"
    },
    {
     "name": "kalanos_mcp_search_combined_datasets",
     "description": "Read-only: Broad Hub combined dataset discovery with task/objects/scene and dataset metadata filters. Returns dataset pages, not globally paginated individual…"
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://kalanosdev-kalanos-mcp.hf.space/gradio_api/mcp/",
   "answers": true,
   "checked": "2026-11-04T06:03:15.113Z",
   "http": 200,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-11-04T06:48:04.173Z",
     "since": "2026-11-04T06:48:04.173Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-11-04T06:48:04.173Z",
    "since": "2026-11-04T06:48:04.173Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 200,
   "checked": "2026-11-04T06:03:15.113Z",
   "last_answer_at": "2026-11-04T06:03:15.113Z",
   "last_ms": 369,
   "checked_at": "2026-11-04T06:03:15.113Z"
  }
 }
}