Koskamo

Worldcastr MCP

Worldcastr provides an MCP server that enables AI agents to access parcel-level real estate forecasts, uncertainty bands, public benchmarks, and permit or zoning readiness data across multiple U.S. geographies.

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

Worldcastr MCP logo, by WorldcastrCommunity listingStreamable HTTPNo sign-inEndpoint checked 2026-11-06Published by Worldcastr
You need:generate a free API key (email required)
MCP endpoint (Streamable HTTP)
https://worldcastr.com/api/mcp/mcp
Vendor documentation

What its tools do

44 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

Read-only (44)

44 of 44 have a description · 44 of 44 declare behavior hints · 40 of 40 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

  • Passed Endpoint answered the live check ·
  • Warning Advertises resources/list but does not implement it
  • Warning Advertises resources/templates/list but does not implement it
  • Warning Advertises prompts/list but does not implement it
  • Availability 1 of 1 checks passed in 30 days

What you can do with it

  • Retrieve parcel-level forecasts for individual homes
  • Access public benchmarks and backtest score summaries
  • Check permit or zoning readiness for specific locations
  • Generate county outlook metrics for appreciation and trajectory

Source and maintenance

Community listingRegistry 1.14.0
mcp-registry: io.github.dhardestylewis/worldcastr-remote@1.14.0Source repositoryProject website
Maintenance checked

Protocol and capabilities

Server
homecastr-mcp-server 1.16.0
MCP protocol negotiated in check
2025-03-26
Tools
44 advertised
Resources
Not advertised
Resource templates
Not advertised
Prompts
Not advertised
Server-advertised capabilities
{
  "tools": {},
  "logging": {},
  "prompts": {},
  "resources": {}
}

Server-provided instructions

Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.

Use Worldcastr tools as factual data sources. In user-facing replies, match the user's formality, directness, and requested depth. For a short casual question, answer directly in two to four natural sentences, usually 35-90 words, with only the one or two most useful numbers and the main caveat. Avoid report-style headings, tables, or repeated verdicts unless the user requests detail. Always preserve the returned geography level, forecast horizon, and uncertainty. The client model controls final wording, and Worldcastr tool results must not be presented as property-specific when they describe an area-level proxy.

Tools

44 advertised

forecast_by_address — Forecast by Address
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get probabilistic home value forecasts for a US street address. Returns P10/P50/P90 bands, appreciation %, reliability score, and 5-year fan chart. Best coverage: Houston metro area.

forecast_by_address input schema
{
  "type": "object",
  "required": [
    "address"
  ],
  "properties": {
    "year": {
      "type": "number",
      "description": "Target forecast year (2026-2030, default: 2030)"
    },
    "address": {
      "type": "string",
      "description": "US street address, e.g. '5000 Westheimer Rd Houston TX 77056'"
    }
  },
  "additionalProperties": false
}
forecast_by_address output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_address annotations
{
  "title": "Forecast by Address",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
forecast_by_parcel — Forecast by Parcel ID
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get lot-level probabilistic forecasts by county tax parcel account number. Coverage: Florida statewide + Houston metro. Returns P10/P25/P50/P75/P90 fan chart across 1-5 year horizons.

forecast_by_parcel input schema
{
  "type": "object",
  "required": [
    "acct"
  ],
  "properties": {
    "acct": {
      "type": "string",
      "description": "County tax parcel account number. Florida: dash-separated (e.g. '00404328020003500'). Houston HCAD: 10-13 digits."
    }
  },
  "additionalProperties": false
}
forecast_by_parcel output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_parcel annotations
{
  "title": "Forecast by Parcel ID",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
forecast_by_tabblock — Forecast by Census Tabulation Block
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get sub-neighborhood probabilistic forecasts by US Census tabulation block GEOID20 (15 digits). Coverage: NYC (32K tabblocks) and Houston metro (34K tabblocks). Highest geographic resolution available.

forecast_by_tabblock input schema
{
  "type": "object",
  "required": [
    "geoid"
  ],
  "properties": {
    "geoid": {
      "type": "string",
      "description": "15-digit Census GEOID20 (state 2 + county 3 + tract 6 + block 4). NYC example: '360050002000001'. Houston example: '480717106001022'."
    }
  },
  "additionalProperties": false
}
forecast_by_tabblock output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_tabblock annotations
{
  "title": "Forecast by Census Tabulation Block",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
forecast_by_tract — Forecast by Census Tract
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get neighborhood-level probabilistic forecasts by US Census tract GEOID20 (11 digits). Coverage: Florida + Houston via jurisdiction model; all ~82K US tracts via ACS nationwide model. Useful for cross-market analysis.

forecast_by_tract input schema
{
  "type": "object",
  "required": [
    "geoid"
  ],
  "properties": {
    "geoid": {
      "type": "string",
      "description": "11-digit Census tract GEOID20 (state 2 + county 3 + tract 6). Example: '48201231400' (Harris County, TX). '36061023100' (Manhattan, NY)."
    }
  },
  "additionalProperties": false
}
forecast_by_tract output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_tract annotations
{
  "title": "Forecast by Census Tract",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
forecast_by_zcta — Forecast by ZIP Code (ZCTA)
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get ZIP-level probabilistic forecasts by 5-digit ZCTA. Coverage: ~20,000 ZCTAs nationwide via ACS model with 6-year horizon (0-72 months). Use this for quick cross-market ZIP-level comparisons.

forecast_by_zcta input schema
{
  "type": "object",
  "required": [
    "zcta"
  ],
  "properties": {
    "zcta": {
      "type": "string",
      "description": "5-digit ZCTA / ZIP code. Examples: '77056' (Houston Galleria), '10001' (Manhattan), '94110' (SF Mission), '60614' (Chicago Lincoln Park)."
    }
  },
  "additionalProperties": false
}
forecast_by_zcta output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_zcta annotations
{
  "title": "Forecast by ZIP Code (ZCTA)",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
forecast_by_unit — Forecast by Individual Unit
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get unit-level forecasts by assessor account. Finest resolution - individual condo units, SFRs, townhouses. Use include_siblings=true to get all units in the same condo building. Coverage: Florida + Houston.

forecast_by_unit input schema
{
  "type": "object",
  "required": [
    "acct"
  ],
  "properties": {
    "acct": {
      "type": "string",
      "description": "Assessor account. FL DOR: '00404328020003500'. Houston HCAD: 10-13 digits."
    },
    "include_siblings": {
      "type": "boolean",
      "description": "Return all condo sibling units (same condo_group). Default: false."
    }
  },
  "additionalProperties": false
}
forecast_by_unit output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_unit annotations
{
  "title": "Forecast by Individual Unit",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
forecast_by_county — Forecast by County
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get county-level probabilistic forecasts by 5-digit FIPS. Nationwide coverage. Good for market-level analysis.

forecast_by_county input schema
{
  "type": "object",
  "required": [
    "fips"
  ],
  "properties": {
    "fips": {
      "type": "string",
      "description": "5-digit county FIPS. Harris County TX=48201, LA=06037, Manhattan=36061, Miami-Dade=12086, Cook County IL=17031, King County WA=53033."
    }
  },
  "additionalProperties": false
}
forecast_by_county output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_county annotations
{
  "title": "Forecast by County",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
forecast_by_state — Forecast by State
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get state-level probabilistic forecasts by 2-digit FIPS. All 50 US states. Use for macro market selection.

forecast_by_state input schema
{
  "type": "object",
  "required": [
    "fips"
  ],
  "properties": {
    "fips": {
      "type": "string",
      "description": "2-digit state FIPS. TX=48, FL=12, NY=36, CA=06, IL=17, WA=53."
    }
  },
  "additionalProperties": false
}
forecast_by_state output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_state annotations
{
  "title": "Forecast by State",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
forecast_by_zip3 — Forecast by ZIP3
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get ZIP3-level forecasts (first 3 ZIP digits). 6,210 areas nationwide. Mid-size geography between ZCTA and county.

forecast_by_zip3 input schema
{
  "type": "object",
  "required": [
    "zip3"
  ],
  "properties": {
    "zip3": {
      "type": "string",
      "description": "First 3 digits of ZIP. Houston=770, Manhattan=100, Miami=331, Chicago=606, SF=941, Seattle=981, LA=900."
    }
  },
  "additionalProperties": false
}
forecast_by_zip3 output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_zip3 annotations
{
  "title": "Forecast by ZIP3",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
forecast_by_h3_cell — Forecast by H3 Cell (Houston)
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get neighborhood-level forecasts by H3 hex cell ID at resolution 8. Houston metro only. Prefer forecast_by_tabblock or forecast_by_tract for new integrations.

forecast_by_h3_cell input schema
{
  "type": "object",
  "required": [
    "h3_id"
  ],
  "properties": {
    "year": {
      "type": "number",
      "description": "Target forecast year (default: 2026)"
    },
    "h3_id": {
      "type": "string",
      "description": "H3 cell ID at resolution 8, e.g. '882a100c65fffff'"
    }
  },
  "additionalProperties": false
}
forecast_by_h3_cell output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
forecast_by_h3_cell annotations
{
  "title": "Forecast by H3 Cell (Houston)",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_permit_zoning_readiness — Permit and Zoning Readiness
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get permit, zoning, energy, and public-record data readiness metadata. Use this before building permit/zoning markets or agent workflows; it reports verified R2 evidence, gaps, and whether raw rows are exposed.

get_permit_zoning_readiness input schema
{
  "type": "object",
  "properties": {
    "summary": {
      "type": "boolean",
      "description": "Return only aggregate source and market readiness counts."
    },
    "market_id": {
      "type": "string",
      "description": "Optional market-template id to inspect, e.g. 'monthly_county_permit_pulse'."
    },
    "source_id": {
      "type": "string",
      "description": "Optional source id to inspect, e.g. 'census_bps_county_monthly_ascii'."
    }
  },
  "additionalProperties": false
}
get_permit_zoning_readiness output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_permit_zoning_readiness annotations
{
  "title": "Permit and Zoning Readiness",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_census_bps_county_monthly — Census BPS County Monthly Permits
Advertised by the server during the last successful anonymous check.
Advertised read-only

Query normalized Census Building Permits Survey county-month rows from Worldcastr's public R2-backed permit surface. Use this for independently verifiable county permit totals, monthly settlement checks, and builder/market data workflows.

get_census_bps_county_monthly input schema
{
  "type": "object",
  "properties": {
    "kind": {
      "enum": [
        "current_month",
        "year_to_date"
      ],
      "type": "string",
      "description": "Census BPS file kind. Defaults to current_month."
    },
    "year": {
      "type": "number",
      "description": "Optional four-digit survey year. Supply together with month unless history=true."
    },
    "limit": {
      "type": "number",
      "description": "Maximum rows to return, capped at 5000. Defaults to 100."
    },
    "month": {
      "type": "number",
      "description": "Optional survey month, 1-12. Supply together with year unless history=true."
    },
    "history": {
      "type": "boolean",
      "description": "If true, returns a county time series across available partitions. Requires county_fips."
    },
    "summary": {
      "type": "boolean",
      "description": "If true, returns manifest and partition metadata without row payloads."
    },
    "state_fips": {
      "type": "string",
      "description": "Optional 2-digit state FIPS filter, e.g. '48' for Texas."
    },
    "county_fips": {
      "type": "string",
      "description": "Optional 5-digit county FIPS, e.g. '48201' for Harris County, TX."
    }
  },
  "additionalProperties": false
}
get_census_bps_county_monthly output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_census_bps_county_monthly annotations
{
  "title": "Census BPS County Monthly Permits",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_fast41_projects — FAST-41 Federal Permitting Projects
Advertised by the server during the last successful anonymous check.
Advertised read-only

Query normalized FAST-41 federal permitting project inventory rows from Worldcastr's public R2-backed permit surface. Use this for project status, sector, agency, state, and location filters; do not use it for milestone-date settlement until the full FAST-41 dataset is normalized.

get_fast41_projects input schema
{
  "type": "object",
  "properties": {
    "limit": {
      "type": "number",
      "description": "Maximum projects to return, capped at 5000. Defaults to 100."
    },
    "state": {
      "type": "string",
      "description": "Optional 2-letter state abbreviation, e.g. 'TX' or 'CA'."
    },
    "sector": {
      "type": "string",
      "description": "Optional sector text filter, e.g. 'Electricity Transmission', 'Renewable Energy', or 'Surface Transportation'."
    },
    "status": {
      "type": "string",
      "description": "Optional status text filter, e.g. 'In Progress', 'Complete', or 'Paused'."
    },
    "summary": {
      "type": "boolean",
      "description": "If true, returns manifest and count metadata without row payloads."
    },
    "project_id": {
      "type": "string",
      "description": "Optional numeric FAST-41 project id."
    },
    "lead_agency": {
      "type": "string",
      "description": "Optional lead agency text filter."
    }
  },
  "additionalProperties": false
}
get_fast41_projects output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_fast41_projects annotations
{
  "title": "FAST-41 Federal Permitting Projects",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_epa_echo_npdes_sewer_overflows — EPA ECHO NPDES Sewer Overflow Events
Advertised by the server during the last successful anonymous check.
Advertised read-only

Query normalized EPA ECHO NPDES current sewer overflow and bypass event rows from Worldcastr's public R2-backed environmental permit surface. Use this for public event context by permit, state, year, event type, volume, and coordinates; add refresh/checksum policy before autonomous settlement.

get_epa_echo_npdes_sewer_overflows input schema
{
  "type": "object",
  "properties": {
    "year": {
      "type": "number",
      "description": "Optional event year based on event start datetime or report start date."
    },
    "limit": {
      "type": "number",
      "description": "Maximum events to return, capped at 5000. Defaults to 100."
    },
    "state": {
      "type": "string",
      "description": "Optional 2-character permit state prefix, e.g. 'IL', 'GA', 'PR', or 'TX'."
    },
    "summary": {
      "type": "boolean",
      "description": "If true, returns manifest and count metadata without row payloads."
    },
    "permit_id": {
      "type": "string",
      "description": "Optional exact NPDES permit identifier."
    },
    "event_type": {
      "type": "string",
      "description": "Optional event type text filter, e.g. 'Sanitary Sewer Overflow', 'Combined Sewer Overflow', or 'Bypass'."
    },
    "with_coordinates": {
      "type": "boolean",
      "description": "If true, return only events with latitude and longitude."
    },
    "min_volume_gallons": {
      "type": "number",
      "description": "Optional minimum reported discharge volume in gallons."
    }
  },
  "additionalProperties": false
}
get_epa_echo_npdes_sewer_overflows output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_epa_echo_npdes_sewer_overflows annotations
{
  "title": "EPA ECHO NPDES Sewer Overflow Events",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_epa_echo_npdes_outfalls — EPA ECHO ICIS-NPDES Outfalls
Advertised by the server during the last successful anonymous check.
Advertised read-only

Query normalized EPA ECHO ICIS-NPDES outfall, facility, permit-status, and compliance context rows from Worldcastr's public R2-backed environmental permit surface. Use this for public construction stormwater, wastewater, waterbody, permit-component, and current-violation screening; full ICIS limits, effluent, and violation tables still need separate normalization before settlement use.

get_epa_echo_npdes_outfalls input schema
{
  "type": "object",
  "properties": {
    "limit": {
      "type": "number",
      "description": "Maximum outfall rows to return, capped at 5000. Defaults to 100."
    },
    "state": {
      "type": "string",
      "description": "Optional 2-character permit state prefix, e.g. 'TX', 'GA', 'WV', or 'CA'. Required unless permit_id or summary=true is supplied."
    },
    "status": {
      "type": "string",
      "description": "Optional permit status code or text filter, e.g. 'EFF', 'Effective', 'Admin Continued', or 'Terminated'."
    },
    "summary": {
      "type": "boolean",
      "description": "If true, returns manifest and partition metadata without row payloads."
    },
    "component": {
      "type": "string",
      "description": "Optional permit component text filter, e.g. 'Construction Stormwater', 'Industrial Stormwater', 'POTW', 'CSO', or 'CAFO'."
    },
    "permit_id": {
      "type": "string",
      "description": "Optional exact NPDES permit identifier. If state is omitted, the first two permit characters are used as the state partition."
    },
    "cwa_status": {
      "type": "string",
      "description": "Optional Clean Water Act status text filter, e.g. 'Violation Identified' or 'No Violation Identified'."
    },
    "with_coordinates": {
      "type": "boolean",
      "description": "If true, return only rows with latitude and longitude."
    },
    "current_violation": {
      "type": "boolean",
      "description": "Optional current violation flag."
    }
  },
  "additionalProperties": false
}
get_epa_echo_npdes_outfalls output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_epa_echo_npdes_outfalls annotations
{
  "title": "EPA ECHO ICIS-NPDES Outfalls",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_epa_echo_npdes_sewer_overflow_history — EPA ECHO NPDES Sewer Overflow Event History
Advertised by the server during the last successful anonymous check.
Advertised read-only

Query normalized EPA ECHO NPDES all-version sewer overflow and bypass event rows from Worldcastr's public R2-backed environmental permit surface. Use this for public amendment/replacement history by permit, state, year, event type, volume, current-report flag, and replacing payload IDs; add refresh/checksum policy before autonomous settlement.

get_epa_echo_npdes_sewer_overflow_history input schema
{
  "type": "object",
  "properties": {
    "year": {
      "type": "number",
      "description": "Optional event year based on event start datetime or report start date."
    },
    "limit": {
      "type": "number",
      "description": "Maximum event-version rows to return, capped at 5000. Defaults to 100."
    },
    "state": {
      "type": "string",
      "description": "Optional 2-character permit state prefix, e.g. 'IL', 'GA', 'PR', or 'TX'."
    },
    "summary": {
      "type": "boolean",
      "description": "If true, returns manifest and count metadata without row payloads."
    },
    "permit_id": {
      "type": "string",
      "description": "Optional exact NPDES permit identifier."
    },
    "event_type": {
      "type": "string",
      "description": "Optional event type text filter, e.g. 'Sanitary Sewer Overflow', 'Combined Sewer Overflow', or 'Bypass'."
    },
    "current_only": {
      "type": "boolean",
      "description": "If true, return only rows where EPA marks the report form as current."
    },
    "include_replaced": {
      "type": "boolean",
      "description": "If false, exclude replaced or non-current report versions. Defaults to true."
    },
    "with_coordinates": {
      "type": "boolean",
      "description": "If true, return only events with latitude and longitude."
    },
    "min_volume_gallons": {
      "type": "number",
      "description": "Optional minimum reported discharge volume in gallons."
    }
  },
  "additionalProperties": false
}
get_epa_echo_npdes_sewer_overflow_history output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_epa_echo_npdes_sewer_overflow_history annotations
{
  "title": "EPA ECHO NPDES Sewer Overflow Event History",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_epa_echo_npdes_violations — EPA ECHO ICIS-NPDES Violations
Advertised by the server during the last successful anonymous check.
Advertised read-only

Query normalized EPA ECHO ICIS-NPDES non-effluent violation rows from Worldcastr's public R2-backed environmental permit surface. Use this for permit-schedule, compliance-schedule, and single-event violation context by permit, state, year, violation code, RNC status, and linked-enforcement counts; full effluent violations, limits, and detailed enforcement action expansion still need separate normalization before settlement use.

get_epa_echo_npdes_violations input schema
{
  "type": "object",
  "properties": {
    "year": {
      "type": "number",
      "description": "Optional calendar year based on the violation, schedule, RNC detection, or actual date."
    },
    "limit": {
      "type": "number",
      "description": "Maximum violation rows to return, capped at 5000. Defaults to 100."
    },
    "state": {
      "type": "string",
      "description": "Optional 2-character permit state prefix, e.g. 'TX', 'IL', 'MO', or 'NY'. Required unless permit_id or summary=true is supplied."
    },
    "summary": {
      "type": "boolean",
      "description": "If true, returns manifest and partition metadata without row payloads."
    },
    "category": {
      "type": "string",
      "description": "Optional violation category: permit_schedule, compliance_schedule, or single_event."
    },
    "permit_id": {
      "type": "string",
      "description": "Optional exact NPDES permit identifier. If state is omitted, the first two permit characters are used as the state partition."
    },
    "violation_code": {
      "type": "string",
      "description": "Optional ICIS violation code filter, e.g. 'A0011' or 'C40'."
    },
    "rnc_detection_code": {
      "type": "string",
      "description": "Optional RNC detection code filter."
    },
    "rnc_resolution_code": {
      "type": "string",
      "description": "Optional RNC resolution code filter."
    },
    "has_linked_enforcement": {
      "type": "boolean",
      "description": "If true, return only violation rows linked to one or more enforcement-action rows; if false, return only rows without linked enforcement."
    }
  },
  "additionalProperties": false
}
get_epa_echo_npdes_violations output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_epa_echo_npdes_violations annotations
{
  "title": "EPA ECHO ICIS-NPDES Violations",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
list_benchmark_datasets — List Benchmark Datasets
Advertised by the server during the last successful anonymous check.
Advertised read-only

List Worldcastr benchmark and public-data assets. Returns release phase, support level, benchmark role, and the recommended public surface for each asset.

list_benchmark_datasets input schema
{
  "type": "object",
  "properties": {
    "phase": {
      "type": "string",
      "description": "Optional release phase filter. Common values: 'phase_1', 'phase_2', 'phase_3', or 'hold'."
    },
    "asset_class": {
      "type": "string",
      "description": "Optional asset class filter. Common values: 'forecast_outputs', 'backtest_vintage_outputs', 'benchmark_panels', 'provenance_manifests', 'holdback_assets'."
    },
    "public_readiness": {
      "type": "string",
      "description": "Optional readiness filter. Values: 'launch', 'draft', or 'hold'."
    }
  },
  "additionalProperties": false
}
list_benchmark_datasets output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
list_benchmark_datasets annotations
{
  "title": "List Benchmark Datasets",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_benchmark_dataset — Get Benchmark Dataset
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get the catalog entry for one Worldcastr public-data or benchmark asset by asset_id. Use this to discover the right REST path before calling vintages, backtests, or source manifests.

get_benchmark_dataset input schema
{
  "type": "object",
  "required": [
    "asset_id"
  ],
  "properties": {
    "asset_id": {
      "type": "string",
      "description": "Stable Worldcastr asset identifier, e.g. 'backtest.public_vintage_oeo_maricopa_2022'."
    }
  },
  "additionalProperties": false
}
get_benchmark_dataset output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_benchmark_dataset annotations
{
  "title": "Get Benchmark Dataset",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_public_forecast_vintage — Get Public Forecast Vintage
Advertised by the server during the last successful anonymous check.
Advertised read-only

Retrieve validated public forecast vintage rows, starting with the Arizona OEO Maricopa 2022 county-control fixture. Every row carries provenance and benchmark-only labeling.

get_public_forecast_vintage input schema
{
  "type": "object",
  "properties": {
    "target": {
      "type": "string",
      "description": "Optional target filter such as 'total_population'."
    },
    "vintage_id": {
      "type": "string",
      "description": "Optional vintage identifier, e.g. 'az_oeo_maricopa_medium_2022_report'."
    },
    "support_level": {
      "type": "string",
      "description": "Optional support-level filter such as 'county'."
    }
  },
  "additionalProperties": false
}
get_public_forecast_vintage output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_public_forecast_vintage annotations
{
  "title": "Get Public Forecast Vintage",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_backtest_scores — Get Backtest Scores
Advertised by the server during the last successful anonymous check.
Advertised read-only

Retrieve public-safe benchmark score summaries such as model-vs-persistence tables. Returns asset IDs, artifact IDs, model version labels, and per-target score rows.

get_backtest_scores input schema
{
  "type": "object",
  "properties": {
    "target": {
      "type": "string",
      "description": "Optional target filter such as 'total_population'."
    },
    "benchmark_id": {
      "type": "string",
      "description": "Optional benchmark identifier, e.g. 'acs_cutoff2016_horizon8_maricopa_realized_acs'."
    }
  },
  "additionalProperties": false
}
get_backtest_scores output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_backtest_scores annotations
{
  "title": "Get Backtest Scores",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
list_data_assets — List Data Assets
Advertised by the server during the last successful anonymous check.
Advertised read-only

List the canonical Worldcastr data-asset catalog across public, metadata-only, restricted, and unavailable rows. Use this to discover the full standardized surface, not just currently launched endpoints.

list_data_assets input schema
{
  "type": "object",
  "properties": {
    "visibility": {
      "type": "string",
      "description": "Optional visibility filter such as 'public', 'metadata_only', 'restricted', or 'unavailable'."
    },
    "data_family": {
      "type": "string",
      "description": "Optional family filter such as 'forecast_output', 'input_panel', 'source_metadata', or 'provenance_manifest'."
    },
    "public_status": {
      "type": "string",
      "description": "Optional public status filter such as 'launch', 'draft', 'metadata_only', 'hold', or 'not_public'."
    },
    "inventory_asset": {
      "type": "string",
      "description": "Optional public-data inventory asset filter such as 'forecast.aggregate_surfaces' or 'benchmark.normalized_training_panels_candidate'."
    }
  },
  "additionalProperties": false
}
list_data_assets output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
list_data_assets annotations
{
  "title": "List Data Assets",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_data_asset — Get Data Asset
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get one canonical data-asset record by asset_id. Returns surface coverage, canonical contracts, provenance, access policy, and related artifact or provenance links.

get_data_asset input schema
{
  "type": "object",
  "required": [
    "asset_id"
  ],
  "properties": {
    "asset_id": {
      "type": "string",
      "description": "Canonical data asset identifier, e.g. 'forecast.tract_home_value' or 'context.census_acs'."
    }
  },
  "additionalProperties": false
}
get_data_asset output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_data_asset annotations
{
  "title": "Get Data Asset",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
list_data_sources — List Data Sources
Advertised by the server during the last successful anonymous check.
Advertised read-only

List original data sources used, staged, or reviewed for Worldcastr panels. Returns official outbound source URLs, source tier, source status, panel links, license status, and public readiness.

list_data_sources input schema
{
  "type": "object",
  "properties": {
    "panel_id": {
      "type": "string",
      "description": "Optional canonical panel filter such as 'panel.acs_nationwide' or 'panel.az_maricopa_mag_multires_enriched'."
    },
    "source_id": {
      "type": "string",
      "description": "Optional exact source identifier such as 'census.acs.county_5yr' or 'az.mag_2023_official_mpa_raz_taz_projections'."
    },
    "data_family": {
      "type": "string",
      "description": "Optional source-family filter such as 'assessor_tax', 'hazard_context', 'permits', or 'mag_public_projection_and_planning_surfaces'."
    },
    "source_status": {
      "type": "string",
      "description": "Optional status filter such as 'used', 'candidate', 'blocked', or 'mentioned'."
    },
    "license_status": {
      "type": "string",
      "description": "Optional license or policy filter such as 'public_source_reviewed', 'public_source_metadata_only', or 'source_specific_review_required'."
    },
    "public_readiness": {
      "type": "string",
      "description": "Optional readiness filter such as 'metadata_public', 'metadata_public_raw_hold', or 'summary_public_rows_missing'."
    }
  },
  "additionalProperties": false
}
list_data_sources output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
list_data_sources annotations
{
  "title": "List Data Sources",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_data_source — Get Data Source
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get one original data source by source_id, including official outbound URLs, source family, panel links, provenance metadata, and access policy.

get_data_source input schema
{
  "type": "object",
  "required": [
    "source_id"
  ],
  "properties": {
    "source_id": {
      "type": "string",
      "description": "Canonical source identifier such as 'source.hcad_houston.assessor' or 'census.building_permits.county_month'."
    }
  },
  "additionalProperties": false
}
get_data_source output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_data_source annotations
{
  "title": "Get Data Source",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_panel_lineage — Get Panel Lineage
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get the source-to-panel lineage for a canonical panel. Returns source roles, join keys, transforms, output fields, and official source URLs.

get_panel_lineage input schema
{
  "type": "object",
  "required": [
    "panel_id"
  ],
  "properties": {
    "panel_id": {
      "type": "string",
      "description": "Canonical panel identifier such as 'panel.acs_nationwide' or 'panel.az_maricopa_mag_multires_enriched'."
    },
    "source_id": {
      "type": "string",
      "description": "Optional source identifier filter for one lineage edge or source family member."
    }
  },
  "additionalProperties": false
}
get_panel_lineage output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_panel_lineage annotations
{
  "title": "Get Panel Lineage",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_data_coverage — Get Data Coverage
Advertised by the server during the last successful anonymous check.
Advertised read-only

Summarize source, panel, source-to-geography index, and coverage-map posture across the source inventory. Returns counts by tier, status, family, geography, resolution, license status, panel lineage, coverage geometry role, native-boundary status, and top coverage-map regions.

get_data_coverage input schema
{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}
get_data_coverage output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_data_coverage annotations
{
  "title": "Get Data Coverage",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
list_source_coverage_index — List Source Coverage Index
Advertised by the server during the last successful anonymous check.
Advertised read-only

List source-to-coverage geography index rows. Returns one row per source with coverage feature IDs, declared geography, coverage geometry role, reference boundary IDs/names when available, native-boundary review status, official URLs, and geometry redistribution policy.

list_source_coverage_index input schema
{
  "type": "object",
  "properties": {
    "panel_id": {
      "type": "string",
      "description": "Optional panel identifier such as 'panel.az_maricopa_mag_multires_enriched'."
    },
    "source_id": {
      "type": "string",
      "description": "Optional exact source identifier such as 'az.maricopa_parcels'."
    },
    "source_family": {
      "type": "string",
      "description": "Optional source-family filter such as 'maricopa_assessor_parcels' or 'assessor_tax'."
    },
    "license_status": {
      "type": "string",
      "description": "Optional license or policy status filter."
    },
    "public_readiness": {
      "type": "string",
      "description": "Optional public-readiness filter such as 'metadata_public'."
    },
    "coverage_feature_id": {
      "type": "string",
      "description": "Optional coverage-map feature identifier such as 'coverage.arizona_phoenix_maricopa_pinal'."
    },
    "coverage_geometry_role": {
      "type": "string",
      "description": "Optional coverage geometry role such as 'reference_boundary' or 'generalized_selection_region'."
    },
    "native_boundary_status": {
      "type": "string",
      "description": "Optional native-boundary status such as 'native_boundary_candidate_terms_review_required' or 'reference_boundary_join_required'."
    }
  },
  "additionalProperties": false
}
list_source_coverage_index output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
list_source_coverage_index annotations
{
  "title": "List Source Coverage Index",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
list_public_records_acquisition — List Public Records Acquisition
Advertised by the server during the last successful anonymous check.
Advertised read-only

List metadata-only public-records acquisition evidence lanes. Returns durable cloud evidence, public-route checks, records-law gate posture, holdbacks, and next safe action without exposing raw payloads or send-ready request copy.

list_public_records_acquisition input schema
{
  "type": "object",
  "properties": {
    "lane_id": {
      "type": "string",
      "description": "Optional exact acquisition lane identifier such as 'georgia_permit_public_routes'."
    },
    "geography": {
      "type": "string",
      "description": "Optional geography token filter such as 'US-FL-Orange' or 'US-AZ-Maricopa'."
    },
    "source_family": {
      "type": "string",
      "description": "Optional source-family filter such as 'utility_energy_infrastructure' or 'assessor_tax'."
    },
    "current_status": {
      "type": "string",
      "description": "Optional acquisition status filter such as 'public_r2_partial_downstream_screen_complete'."
    },
    "records_law_gate": {
      "type": "string",
      "description": "Optional request-gate posture such as 'closed_no_send_ready_candidate' or 'draft_only_no_live_request'."
    }
  },
  "additionalProperties": false
}
list_public_records_acquisition output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
list_public_records_acquisition annotations
{
  "title": "List Public Records Acquisition",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_source_coverage_map — Get Source Coverage Map
Advertised by the server during the last successful anonymous check.
Advertised read-only

Return the public source coverage GeoJSON layer used by the interactive docs map. Features carry public reference boundaries or generalized selection regions, associated source IDs, official upstream URLs, panel links, readiness, license metadata, and geometry notes.

get_source_coverage_map input schema
{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}
get_source_coverage_map output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_source_coverage_map annotations
{
  "title": "Get Source Coverage Map",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
list_data_schemas — List Data Schemas
Advertised by the server during the last successful anonymous check.
Advertised read-only

List canonical Worldcastr schema contracts from the public schema bundle. Use this to discover dataset, provenance, panel, forecast, benchmark, and artifact contract IDs.

list_data_schemas input schema
{
  "type": "object",
  "properties": {
    "schema_id": {
      "type": "string",
      "description": "Optional canonical schema filter such as 'hc.dataset_asset.v1' or 'hc.panel_row.v1'."
    },
    "data_family": {
      "type": "string",
      "description": "Optional family filter such as 'forecast_output' or 'training_panel'."
    }
  },
  "additionalProperties": false
}
list_data_schemas output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
list_data_schemas annotations
{
  "title": "List Data Schemas",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_data_schema — Get Data Schema
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get one canonical schema definition by schema_id, including its JSON Schema definition and the data families or assets that reference it.

get_data_schema input schema
{
  "type": "object",
  "required": [
    "schema_id"
  ],
  "properties": {
    "schema_id": {
      "type": "string",
      "description": "Canonical schema identifier, e.g. 'hc.dataset_asset.v1'."
    }
  },
  "additionalProperties": false
}
get_data_schema output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_data_schema annotations
{
  "title": "Get Data Schema",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_entity — Get Entity
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get canonical metadata for one geography entity such as a tract, county, ZCTA, state, or tabblock. Returns normalized IDs, labels, parent hierarchy, and source asset links.

get_entity input schema
{
  "type": "object",
  "required": [
    "entity_id"
  ],
  "properties": {
    "entity_id": {
      "type": "string",
      "description": "Canonical entity identifier such as '48201231400' for a tract, '48201' for a county, '77056' for a ZCTA, or '48' for a state."
    },
    "entity_type": {
      "type": "string",
      "description": "Optional explicit entity type such as 'tract', 'county', 'zcta', 'state', or 'tabblock'."
    }
  },
  "additionalProperties": false
}
get_entity output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_entity annotations
{
  "title": "Get Entity",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_geography_crosswalk — Get Geography Crosswalk
Advertised by the server during the last successful anonymous check.
Advertised read-only

Resolve canonical geography crosswalk rows such as tract-to-county, tract-to-state, tract-to-ZCTA, or tabblock-to-tract mappings.

get_geography_crosswalk input schema
{
  "type": "object",
  "required": [
    "source_entity_id"
  ],
  "properties": {
    "source_entity_id": {
      "type": "string",
      "description": "Source entity identifier such as tract GEOID20 '48201231400' or tabblock GEOID20 '480717106001022'."
    },
    "source_entity_type": {
      "type": "string",
      "description": "Optional explicit source entity type such as 'tract', 'county', or 'tabblock'."
    },
    "target_entity_type": {
      "type": "string",
      "description": "Optional target entity type such as 'state', 'county', 'tract', or 'zcta'."
    }
  },
  "additionalProperties": false
}
get_geography_crosswalk output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_geography_crosswalk annotations
{
  "title": "Get Geography Crosswalk",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_provenance — Get Provenance
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get one reviewed provenance manifest or source ledger by provenance_id. Returns retrieval and publication metadata, benchmark role, summary counts, and any public-safe details.

get_provenance input schema
{
  "type": "object",
  "required": [
    "provenance_id"
  ],
  "properties": {
    "provenance_id": {
      "type": "string",
      "description": "Reviewed provenance identifier such as 'provenance.arizona_archive_status_ledger' or 'benchmark.raw_single_source_registry'."
    }
  },
  "additionalProperties": false
}
get_provenance output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_provenance annotations
{
  "title": "Get Provenance",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_data_artifact — Get Data Artifact
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get metadata for one reviewed public artifact by artifact_id. Returns format, media type, owner asset, retrieval metadata, and the canonical download path.

get_data_artifact input schema
{
  "type": "object",
  "required": [
    "artifact_id"
  ],
  "properties": {
    "artifact_id": {
      "type": "string",
      "description": "Artifact identifier such as 'public-data.full_data_surface_matrix_tsv' or 'benchmark.public_vintage_oeo_maricopa_2022_csv'."
    }
  },
  "additionalProperties": false
}
get_data_artifact output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_data_artifact annotations
{
  "title": "Get Data Artifact",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_forecast_vintage — Get Forecast Vintage
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get one canonical public forecast vintage by vintage_id. Returns grouped same-vintage public forecast series with provenance-heavy labeling for benchmark use.

get_forecast_vintage input schema
{
  "type": "object",
  "required": [
    "vintage_id"
  ],
  "properties": {
    "target": {
      "type": "string",
      "description": "Optional target filter such as 'total_population'."
    },
    "vintage_id": {
      "type": "string",
      "description": "Canonical forecast vintage identifier such as 'az_oeo_maricopa_medium_2022_report'."
    }
  },
  "additionalProperties": false
}
get_forecast_vintage output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_forecast_vintage annotations
{
  "title": "Get Forecast Vintage",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_benchmark_result — Get Benchmark Result
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get one canonical benchmark result by benchmark_id. Returns standardized score rows, evaluation cutoff metadata, reproducibility references, and benchmark-only labeling.

get_benchmark_result input schema
{
  "type": "object",
  "required": [
    "benchmark_id"
  ],
  "properties": {
    "target": {
      "type": "string",
      "description": "Optional target filter such as 'total_population'."
    },
    "benchmark_id": {
      "type": "string",
      "description": "Canonical benchmark identifier such as 'acs_cutoff2016_horizon8_maricopa_realized_acs'."
    }
  },
  "additionalProperties": false
}
get_benchmark_result output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_benchmark_result annotations
{
  "title": "Get Benchmark Result",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_county_outlook — Get County Outlook
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get the published county outlook metrics for a 5-digit county FIPS code.

get_county_outlook input schema
{
  "type": "object",
  "required": [
    "fips"
  ],
  "properties": {
    "fips": {
      "type": "string",
      "description": "5-digit county FIPS code."
    }
  },
  "additionalProperties": false
}
get_county_outlook output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_county_outlook annotations
{
  "title": "Get County Outlook",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
list_benchmark_sources — List Benchmark Sources
Advertised by the server during the last successful anonymous check.
Advertised read-only

List reviewed public benchmark source manifests and their provenance metadata.

list_benchmark_sources input schema
{
  "type": "object",
  "properties": {
    "asset_id": {
      "type": "string",
      "description": "Optional benchmark asset identifier."
    },
    "include_details": {
      "type": "boolean",
      "description": "Include reviewed manifest details when available."
    }
  },
  "additionalProperties": false
}
list_benchmark_sources output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
list_benchmark_sources annotations
{
  "title": "List Benchmark Sources",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
list_training_runs — List Training Runs
Advertised by the server during the last successful anonymous check.
Advertised read-only

List the published training-run history and cost metadata with optional jurisdiction and year filters.

list_training_runs input schema
{
  "type": "object",
  "properties": {
    "year": {
      "type": "number",
      "description": "Optional year filter."
    },
    "limit": {
      "type": "number",
      "description": "Optional maximum number of records."
    },
    "jurisdiction": {
      "type": "string",
      "description": "Optional jurisdiction filter."
    }
  },
  "additionalProperties": false
}
list_training_runs output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
list_training_runs annotations
{
  "title": "List Training Runs",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_analytics_events — Get Analytics Events
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get published aggregate product-event statistics with personally identifying fields removed.

get_analytics_events input schema
{
  "type": "object",
  "properties": {
    "days": {
      "type": "number",
      "description": "Optional lookback in days."
    },
    "limit": {
      "type": "number",
      "description": "Optional maximum number of records."
    },
    "page_path": {
      "type": "string",
      "description": "Optional page-path filter."
    },
    "event_name": {
      "type": "string",
      "description": "Optional event-name filter."
    }
  },
  "additionalProperties": false
}
get_analytics_events output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_analytics_events annotations
{
  "title": "Get Analytics Events",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_api_status — Get API Status
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get the current published Worldcastr API health status.

get_api_status input schema
{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}
get_api_status output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_api_status annotations
{
  "title": "Get API Status",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}
get_api_usage — Get API Usage
Advertised by the server during the last successful anonymous check.
Advertised read-only

Get usage statistics for the active Worldcastr API identity.

get_api_usage input schema
{
  "type": "object",
  "properties": {},
  "additionalProperties": false
}
get_api_usage output schema
{
  "type": "object",
  "required": [
    "result"
  ],
  "properties": {
    "result": {}
  },
  "additionalProperties": false
}
get_api_usage annotations
{
  "title": "Get API Usage",
  "readOnlyHint": true,
  "openWorldHint": false,
  "idempotentHint": true,
  "destructiveHint": false
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks
1 of 1 (100%)
Average latency
28111 ms
95th percentile latency
28111 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · probe · passed · 28111 ms · metadata changed · 44 tool(s); warnings: Advertises resources/list but does not implement it; Advertises resources/templates/list but does not implement it; Advertises prompts/list but does not implement it

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.
Claude Code configuration
claude mcp add --transport http worldcastr-mcp https://worldcastr.com/api/mcp/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).
Codex configuration
codex mcp add worldcastr-mcp --url https://worldcastr.com/api/mcp/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable worldcastr-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "worldcastr-mcp": {
      "url": "https://worldcastr.com/api/mcp/mcp"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "worldcastr-mcp": {
      "type": "streamableHttp",
      "url": "https://worldcastr.com/api/mcp/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start worldcastr-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "worldcastr-mcp": {
      "type": "http",
      "url": "https://worldcastr.com/api/mcp/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.
Gemini CLI configuration
gemini mcp add --transport http worldcastr-mcp https://worldcastr.com/api/mcp/mcp

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.
Claude Desktop configuration
https://worldcastr.com/api/mcp/mcp

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.
Windsurf configuration
{
  "mcpServers": {
    "worldcastr-mcp": {
      "serverUrl": "https://worldcastr.com/api/mcp/mcp"
    }
  }
}

Let your agent find its tools

Find servers like Worldcastr MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.

Connect Koskamo Explore workflows
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