LatLong Maps

{
  "id": "aix_99dce90bb5",
  "name": "LatLong Maps",
  "operator": "(unclaimed - source: registry-official · publisher: ai.latlong)",
  "description": "Turn CSV or Excel data into styled choropleth and categorical maps of India from plain language.",
  "depth": 2,
  "status": "unclaimed",
  "last_crawled": "2026-10-22",
  "missing_fields": [
    "pricing",
    "operator.identity"
  ],
  "skills": [
    "geo-coding",
    "malware-analysis"
  ],
  "protocols": {
    "mcp": "https://geocp.latlong.ai/mcp/",
    "a2a": null
  },
  "pricing": null,
  "regions": [
    "global"
  ],
  "languages": [
    "en"
  ],
  "reputation": {
    "tasks_completed": null,
    "dispute_rate": null,
    "p95_latency_ms": 5536,
    "uptime_30d": 1,
    "onchain_volume_30d_usd": null
  },
  "aix_score": 41,
  "verification": {
    "identity": "none",
    "health": "probe/24h",
    "pricing": "unknown",
    "last_check": "2026-10-22T23:00:57.757Z"
  },
  "pricing_model": "unknown",
  "links": [
    {
      "label": "homepage",
      "url": "https://latlong.ai/"
    }
  ],
  "profile": {
    "mcp_server": "latlong-maps",
    "mcp_version": "1.0.0",
    "tool_count": 5,
    "tools": [
      {
        "name": "geocode",
        "description": "Geocode addresses from an uploaded CSV or XLSX file into latitude/longitude. Pass a file_key from upload_file.\n\nColumn selection: if you know it, pass address_column (or address_columns for several). Otherwise the server asks the geo-match service to detect it. When the answer is not unambiguous — several address columns, a weak match, or only structured columns like District/State/PIN that must be combined — the response is status=clarification_required with candidates and ready-to-fire guidance actions. Present the choice to the user and re-call with their answer; never invent a column name."
      },
      {
        "name": "get_capabilities",
        "description": "Return the server's capability matrix: supported map types, geo types, output formats, classification methods, and the list of tools available in this process (which varies by configuration). Call this first to discover what the server can do."
      },
      {
        "name": "question_to_map",
        "description": "Render a geographic map from your data. Call upload_file first to ingest a CSV/XLSX file, then pass the returned file_key: {\"question\": \"show total by pincode\", \"file_key\": \"mcp-uploads/<user-id>/2026/01/15/<uuid>.csv\"}. The file_key is reusable — for additional questions on the same file, pass the same file_key again without re-uploading.\n\nAlternatively, pass rows directly as 'data' (e.g. from the upload_file preview): {\"question\": \"show total by pincode\", \"data\": [<rows>]}\n\ngeo_column and value_column are preferred if easily identifiable from the column names, but not required — the server a"
      },
      {
        "name": "reverse_geocode",
        "description": "Turn latitude/longitude coordinates in an uploaded CSV or XLSX into addresses. Pass a file_key from upload_file.\n\nColumn selection: pass latitude_column and longitude_column, or latlong_column for a single combined column, or coordinate_pairs for several sets. Otherwise the server detects them. When the answer is not unambiguous — several coordinate columns, a weak match, coordinates outside the supported region, or coarse whole-number values — the response is status=clarification_required. Present the choice to the user and re-call with their answer.\n\nResults are written back into the uploade"
      },
      {
        "name": "upload_file",
        "description": "Upload a CSV or XLSX file for server-side ingestion under policy (auth, size cap, malware scan, injected-intent scan) and receive a file_key. This is the first step before calling question_to_map with your own data.\n\nStep 1: Call upload_file with file_name, file_size, and question. The response contains a signed upload_url and a curl command — run the curl command to POST the file bytes. The curl response contains file_key, columns, a row preview, and optionally 'intent' (geo-match service detected geo_column, geo_level, value_column, map_type, confidence) and 'guidance' (a ready-to-fire quest"
      }
    ],
    "profiled_at": "2026-10-22T23:00:57.757Z"
  },
  "unreachable": false
}