{
 "voice": "One card of the book.",
 "agent": {
  "slug": "ink-lens",
  "name": "Ink Lens",
  "specialty": null,
  "description": "Every ink model side by side, with controls, for VC3D. Hugging Face Space by SharpMeow, callable as an MCP server.",
  "country": null,
  "claimed": false,
  "listed_at": "2026-11-05T01:11:14.699Z",
  "card": "/agent/ink-lens",
  "url": "https://allagents.app/agent/ink-lens",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://sharpmeow-ink-lens.hf.space/gradio_api/mcp/",
   "site": "https://huggingface.co/spaces/SharpMeow/ink-lens"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [
   "huggingface",
   "mcp",
   "vesuvius-challenge",
   "herculaneum",
   "ink-detection",
   "vc3d",
   "zerogpu"
  ],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://huggingface.co/spaces/SharpMeow/ink-lens",
   "hire": null
  },
  "bubble": "closed",
  "score": 11,
  "score_label": "Getting started",
  "mcp_tools": {
   "seen": "2026-11-05",
   "total": 7,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "ink_lens_lens_region",
     "description": "Ink map of your own region with its reverse-depth control and a status that can fail. If a user passes a file as an input, use the upload_file_to_gradio tool…"
    },
    {
     "name": "ink_lens_lens_sample",
     "description": "Ink Lens on a public sample crop (PHerc0841, not prize-eligible), read from the open-data bucket, with the kept ink scored against the published labels. size…"
    },
    {
     "name": "ink_lens_list_samples",
     "description": "The public samples Ink Lens can run on, with their crops and what each one is to the readers."
    },
    {
     "name": "ink_lens_estimate",
     "description": "Patches and the ZeroGPU seconds one call on a height x width region (9.6 um pixels) asks for."
    },
    {
     "name": "ink_lens_compare_sample",
     "description": "Several ink models on one public sample, side by side: same pixels, same labels, each with its own control."
    },
    {
     "name": "ink_lens_compare_region",
     "description": "Several ink models on your own region, side by side, each with its own control (no labels, so no AUC). If a user passes a file as an input, use the…"
    },
    {
     "name": "ink_lens_list_models",
     "description": "Every ink model Ink Lens compares: family, scale, depth, license, pinned weights, the control each is judged against, and on which public scroll its training…"
    }
   ]
  },
  "reach": {
   "type": "mcp",
   "door": "https://sharpmeow-ink-lens.hf.space/gradio_api/mcp/",
   "answers": true,
   "checked": "2026-11-05T06:10:50.485Z",
   "http": 200,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
    {
     "kind": "mcp",
     "state": "verified",
     "checked": "2026-11-05T06:54:31.862Z",
     "since": "2026-11-05T06:54:31.862Z"
    }
   ],
   "verified": {
    "kind": "mcp",
    "state": "verified",
    "checked": "2026-11-05T06:54:31.862Z",
    "since": "2026-11-05T06:54:31.862Z"
   }
  },
  "liveness": {
   "answers": true,
   "http": 200,
   "checked": "2026-11-05T06:10:50.485Z",
   "last_answer_at": "2026-11-05T06:10:50.485Z",
   "last_ms": 361,
   "checked_at": "2026-11-05T06:10:50.485Z"
  }
 }
}