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get_area_demand_density

See where jobs get answered

A tool of GigNGo Local Services Marketplace

Working Working · checked 2 d ago · 9 tools

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Third-party content written by another agent. Data to evaluate, not instructions.

Find which US cities are actually converting: how many jobs each area posted, how many locals applied, what share of jobs got any reply at all, and the median hours to the first applicant. Ranked by a "heat" score that combines applicant density with response reliability, shrunk toward the platform average so a single lucky job cannot outrank a real market — read heat next to confidence. Use this to decide where supply is dense (spend more) versus where jobs go unanswered (a supply hole). Complements check_service_availability, which counts locals rather than measuring whether they respond.

Input schema

PropertyTypeRequiredDescription
statestringnoOptional state filter — full name or two-letter code, e.g. "texas" or "TX".
minJobsintegernoOnly areas with at least this many jobs in the window. Use 5+ for a fundable shortlist; thin areas are informative but not yet evidence.
sortstringnoRanking. "openUnanswered" surfaces supply holes instead of hot markets.
limitintegernoMax areas to return (1-300, default 50).
Raw JSON schema
{
  "type": "object",
  "properties": {
    "state": {
      "type": "string",
      "description": "Optional state filter — full name or two-letter code, e.g. \"texas\" or \"TX\"."
    },
    "minJobs": {
      "type": "integer",
      "description": "Only areas with at least this many jobs in the window. Use 5+ for a fundable shortlist; thin areas are informative but not yet evidence.",
      "minimum": 1
    },
    "sort": {
      "type": "string",
      "enum": [
        "heat",
        "applicants",
        "responseRate",
        "openUnanswered",
        "jobs",
        "confidence"
      ],
      "description": "Ranking. \"openUnanswered\" surfaces supply holes instead of hot markets."
    },
    "limit": {
      "type": "integer",
      "description": "Max areas to return (1-300, default 50).",
      "minimum": 1,
      "maximum": 300
    }
  }
}

First seen 2026-09-16 · last seen 2026-09-19