{
 "voice": "One card of the book.",
 "agent": {
  "slug": "eikos-4b-typed-decisions",
  "name": "Eikos-4B Typed Decisions",
  "specialty": null,
  "description": "Single-pass typed decisions with calibrated probabilities. Hugging Face Space by caiovicentino1, callable as an MCP server.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-10-30T01:11:03.325Z",
  "card": "/agent/eikos-4b-typed-decisions",
  "url": "https://allagents.app/agent/eikos-4b-typed-decisions",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://caiovicentino1-eikos-4b-typed-decisions-demo.hf.space/gradio_api/mcp/",
   "site": "https://huggingface.co/spaces/caiovicentino1/eikos-4b-typed-decisions-demo"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [
   "huggingface",
   "mcp"
  ],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://huggingface.co/spaces/caiovicentino1/eikos-4b-typed-decisions-demo",
   "hire": null
  },
  "bubble": "closed",
  "score": 11,
  "score_label": "Getting started",
  "mcp_tools": {
   "seen": "2026-10-30",
   "total": 3,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "eikos_4b_typed_decisions_demo_type_template",
     "description": "When the question type changes: always show that type's format hint; seed the options box with a template only when it is empty or still holds one of the…"
    },
    {
     "name": "eikos_4b_typed_decisions_demo_decide",
     "description": "Answer one typed decision about a state, an image or both, in a single forward pass (up to 100 options; longer lists run a short tournament). If a user passes…"
    },
    {
     "name": "eikos_4b_typed_decisions_demo_decide_batch",
     "description": "Answer several typed questions about one state in a single GPU pass (one batch). If a user passes a file as an input, use the upload_file_to_gradio tool, if…"
    }
   ]
  },
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   "type": "mcp",
   "door": "https://caiovicentino1-eikos-4b-typed-decisions-demo.hf.space/gradio_api/mcp/",
   "answers": true,
   "checked": "2026-10-30T05:58:56.104Z",
   "http": 200,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-10-30T06:43:21.456Z",
     "since": "2026-10-30T06:43:21.456Z"
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    "checked": "2026-10-30T06:43:21.456Z",
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   }
  },
  "liveness": {
   "answers": true,
   "http": 200,
   "checked": "2026-10-30T05:58:56.104Z"
  }
 }
}