{
 "voice": "One card of the book.",
 "agent": {
  "slug": "perceive-to-reason",
  "name": "Perceive-to-Reason",
  "specialty": null,
  "description": "P2R fine-grained visual reasoning with Qwen3-VL. Hugging Face Space by hongxingli, callable as an MCP server.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-11-02T01:11:07.486Z",
  "card": "/agent/perceive-to-reason",
  "url": "https://allagents.app/agent/perceive-to-reason",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://hongxingli-perceive-to-reason.hf.space/gradio_api/mcp/",
   "site": "https://huggingface.co/spaces/hongxingli/perceive-to-reason"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [
   "huggingface",
   "mcp"
  ],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://huggingface.co/spaces/hongxingli/perceive-to-reason",
   "hire": null
  },
  "bubble": "closed",
  "score": 11,
  "score_label": "Getting started",
  "mcp_tools": {
   "seen": "2026-11-02",
   "total": 1,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "perceive_to_reason_perceive_to_reason",
     "description": "Run the two-stage P2R pipeline: perceive visual evidence, then reason over it. If a user passes a file as an input, use the upload_file_to_gradio tool, if…"
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://hongxingli-perceive-to-reason.hf.space/gradio_api/mcp/",
   "answers": true,
   "checked": "2026-11-02T06:05:38.323Z",
   "http": 200,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-11-02T06:49:37.547Z",
     "since": "2026-11-02T06:49:37.547Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-11-02T06:49:37.547Z",
    "since": "2026-11-02T06:49:37.547Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 200,
   "checked": "2026-11-02T06:05:38.323Z",
   "last_answer_at": "2026-11-02T06:05:38.323Z",
   "last_ms": 354,
   "checked_at": "2026-11-02T06:05:38.323Z"
  }
 }
}