Server definition

Hash: sha256:e397422da579f30f61dcfa2a65d7bf41b9cd42960c700ec60420885a27af40ad
What it is: What a remote MCP server returned when asked what it offers: 4 tools

The blob, as servednamed by its sha256

{
  "instructions": "Tools for discovering and using dynamical.org's public STAC catalog of cloud-optimized weather and climate datasets: search for datasets by model/variable/region/resolution, look up a dataset's docs and update cadence, get a ready-to-run code snippet for opening its data, and check recent forecast-run freshness.",
  "tools": [
    {
      "description": "Get the storage URI and working code for opening a dynamical.org\ndataset's data.\n\ndynamical.org publishes a Python package, `dynamical-catalog`, that\nreads the STAC catalog itself to resolve and open a dataset -- it's the\nrecommended access pattern because it can't go stale even if the\nunderlying storage format or location changes. This tool also returns\nthe dataset's low-level storage details (from the STAC asset, fetched\nlive) and a lower-level xarray/fsspec snippet for callers who need\ndirect access instead of the wrapper package.\n\nArgs:\n    collection_id: A STAC collection id, e.g. \"noaa-gfs-forecast\". Use\n        search_catalog to discover ids.\n\nReturns:\n    A dict with the recommended `dynamical_catalog.open(...)` snippet,\n    a `worked_example` pulled from the collection's own STAC metadata\n    when one is published, the raw asset URI/type/storage options, and\n    a generated low-level open snippet (icechunk/zarr/geoparquet,\n    chosen from the asset's declared type). Raises ValueError (listing\n    valid ids) if collection_id is unknown.\n",
      "inputSchema": {
        "properties": {
          "collection_id": {
            "title": "Collection Id",
            "type": "string"
          }
        },
        "required": [
          "collection_id"
        ],
        "title": "get_access_patternArguments",
        "type": "object"
      },
      "name": "get_access_pattern",
      "outputSchema": {
        "additionalProperties": true,
        "title": "get_access_patternDictOutput",
        "type": "object"
      }
    },
    {
      "description": "Get documentation, spatial/time resolution, domain, and update cadence\nfor one dynamical.org dataset.\n\ndynamical.org/catalog is itself rendered from this same STAC catalog, so\nthis tool fetches the collection document live (short TTL cache) rather\nthan relying on anything baked into this server -- it's always as fresh\nas the STAC catalog itself.\n\nArgs:\n    collection_id: A STAC collection id, e.g. \"noaa-gfs-forecast\",\n        \"noaa-hrrr-analysis\", or \"ecmwf-aifs-ens-forecast\". Use\n        search_catalog to discover ids.\n\nReturns:\n    A dict with title/model name, prose descriptions, spatial and time\n    domain/resolution, forecast range (for forecast datasets), license\n    and attribution, the dataset's variables, and links to its docs\n    page and example notebooks. Raises ValueError (listing valid ids)\n    if collection_id is unknown.\n",
      "inputSchema": {
        "properties": {
          "collection_id": {
            "title": "Collection Id",
            "type": "string"
          }
        },
        "required": [
          "collection_id"
        ],
        "title": "get_dataset_infoArguments",
        "type": "object"
      },
      "name": "get_dataset_info",
      "outputSchema": {
        "additionalProperties": true,
        "title": "get_dataset_infoDictOutput",
        "type": "object"
      }
    },
    {
      "description": "Check run freshness and arrival status for a dynamical.org forecast\ndataset, from the same public feed status.dynamical.org's dashboard polls.\n\nOnly forecast collections are pipeline-monitored today (analysis\ncollections like noaa-gfs-analysis or noaa-mrms-conus-analysis-hourly\naren't yet tracked by this feed).\n\nArgs:\n    collection_id: A STAC collection id, e.g. \"noaa-gfs-forecast\".\n    limit: Maximum number of recent runs to return, most recent first\n        (default 10).\n\nReturns:\n    A dict with the overall pipeline `sla_status`, this product's\n    cadence and next expected init/completion time, typical latency\n    stats, and up to `limit` recent runs (`init_time`, `status`,\n    `completion_pct`, `on_timedness`, arrival/latency timestamps). If\n    collection_id isn't pipeline-monitored, returns `monitored`: False\n    plus the list of collection ids that are.\n",
      "inputSchema": {
        "properties": {
          "collection_id": {
            "title": "Collection Id",
            "type": "string"
          },
          "limit": {
            "default": 10,
            "title": "Limit",
            "type": "integer"
          }
        },
        "required": [
          "collection_id"
        ],
        "title": "list_recent_runsArguments",
        "type": "object"
      },
      "name": "list_recent_runs",
      "outputSchema": {
        "additionalProperties": true,
        "title": "list_recent_runsDictOutput",
        "type": "object"
      }
    },
    {
      "description": "Search dynamical.org's STAC catalog of cloud-optimized weather and\nclimate datasets.\n\nMatches against each dataset's model name, description, spatial/time\ndomain and resolution, forecast range, and variable names -- so a query\ncan be a model (\"GFS\"), a variable (\"precipitation\", \"temperature_2m\"),\na region (\"continental US\", \"global\"), or a resolution (\"3km\", \"0.25\ndegree\"). Results are ranked by number of matching terms.\n\nArgs:\n    query: Free-text search terms, e.g. \"hourly precipitation CONUS\"\n        or \"ECMWF ensemble forecast\".\n    limit: Maximum number of results to return (default 5).\n\nReturns:\n    {\"query\": ..., \"results\": [{\"collection_id\", \"title\", \"model_name\",\n    \"description_summary\", \"spatial_domain\", \"spatial_resolution\",\n    \"matched_variables\", \"score\"}, ...]}, most relevant first. Pass a\n    result's collection_id to get_dataset_info, get_access_pattern, or\n    list_recent_runs.\n",
      "inputSchema": {
        "properties": {
          "limit": {
            "default": 5,
            "title": "Limit",
            "type": "integer"
          },
          "query": {
            "title": "Query",
            "type": "string"
          }
        },
        "required": [
          "query"
        ],
        "title": "search_catalogArguments",
        "type": "object"
      },
      "name": "search_catalog",
      "outputSchema": {
        "additionalProperties": true,
        "title": "search_catalogDictOutput",
        "type": "object"
      }
    }
  ]
}

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