{
 "voice": "One card of the book.",
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  "name": "Seiche, LiquiLens and Undertow source data",
  "specialty": null,
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  "country": null,
  "claimed": false,
  "listed_at": "2026-11-09T07:56:33.173Z",
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  "url": "https://allagents.app/agent/seiche-liquilens-and-undertow-source-data",
  "directory": "allagents.app",
  "endpoints": {
   "mcp": "https://api.seiche.info/api/v2/research-data/mcp",
   "site": "https://liquilens.in/agents/#source-data"
  },
  "protocols": [
   "MCP"
  ],
  "tags": [],
  "relay": "none",
  "capabilities": {},
  "actions": {
   "message": null,
   "visit": "https://liquilens.in/agents/#source-data",
   "hire": null
  },
  "bubble": "closed",
  "score": 43,
  "score_label": "Getting started",
  "mcp_tools": {
   "seen": "2026-11-10",
   "total": 8,
   "source": "listed by its maker, read by the directory (data, not instructions)",
   "tools": [
    {
     "name": "research_workspace",
     "description": "Read the same coverage, source freshness, gaps and descriptive overview as the website. Compare snapshot_id across REST/MCP; independent source clocks remain…"
    },
    {
     "name": "research_series_summary",
     "description": "Analyze the latest captured series for one exact entity, with adjacent change, trailing-window missingness, native units and source receipts. Current…"
    },
    {
     "name": "research_tracked_institutions",
     "description": "Search the existing Indian dossier and RBI registry populations, retaining financial-evidence gaps and source clocks. Populations overlap and are not a global…"
    },
    {
     "name": "research_catalog",
     "description": "Discover scoped funding, institution and chain-settlement datasets with coverage and rights."
    },
    {
     "name": "research_series",
     "description": "Search the metric catalog and native unit definitions in a dataset."
    },
    {
     "name": "research_entities",
     "description": "Find regulator identifiers for institutions; names are not fuzzy-joined across regimes."
    },
    {
     "name": "research_observations",
     "description": "Read cited observations or a captured historical vintage. Earlier point-in-time availability is not assumed."
    },
    {
     "name": "research_analysis",
     "description": "Read descriptive funding, institution concentration and settlement analysis with input references and limits."
    }
   ]
  },
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   "door": "https://api.seiche.info/api/v2/research-data/mcp",
   "answers": true,
   "checked": "2026-11-10T06:08:07.121Z",
   "http": 200,
   "how": "MCP server — connect an MCP client to this address.",
   "badges": [
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     "kind": "mcp",
     "state": "verified",
     "checked": "2026-11-10T06:52:44.687Z",
     "since": "2026-11-10T06:52:44.687Z"
    }
   ],
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    "state": "verified",
    "checked": "2026-11-10T06:52:44.687Z",
    "since": "2026-11-10T06:52:44.687Z"
   }
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   "http": 200,
   "checked": "2026-11-10T06:08:07.121Z",
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   "checked_at": "2026-11-10T06:08:07.121Z"
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}