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Kcalbin Data Products

uk.kcalbinmcp/kcalbin-data-products · v1.0.0

US county data over MCP: displacement signals, WARN notices, death-care forecasts, page reader

Connect Remote server

Terminal
claude mcp add --transport http kcalbin-data-products https://product.kcalbinmcp.uk/mcp --header "Authorization: Bearer <YOUR_API_KEY>"
~/.cursor/mcp.json
{
  "mcpServers": {
    "kcalbin-data-products": {
      "url": "https://product.kcalbinmcp.uk/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "kcalbin-data-products": {
      "type": "http",
      "url": "https://product.kcalbinmcp.uk/mcp",
      "headers": {
        "Authorization": "Bearer <YOUR_API_KEY>"
      }
    }
  }
}
Claude Desktop
Settings > Connectors > Add custom connector
URL: https://product.kcalbinmcp.uk/mcp

Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.

Tools 10 found in our last check

  • chandler_signals

    County-level workforce displacement signals (severity, score, forecast). Free preview masks county names.

  • chandler_warn

    WARN Act layoff notices (company, workers affected, dates). Free preview masks company names.

  • chandler_court_signals

    Bankruptcy / WARN-lawsuit / NLRB court filings (Chapter 11 etc.) as displacement events. PAID.

  • chandler_economic_context

    ENTERPRISE: raw measured economic indicators behind each county — Census building permits (county), BLS QCEW industry employment (county x NAICS), and NY Fed household delinquency (STATE level). Included with Chandler Enterprise.

  • chandler_commerce_signals

    Chandler Commerce Signals — county demand-intelligence for local service businesses. Free: one county name + risk tier + recent layoff worker count. Paid ($299/mo): full distress score, WARN filing details, 3/6-mo forecast, per-county signal window.

  • deathcare_market

    Current-year expected deaths for a county or state, for service-capacity and staffing planning. A projection, not a recorded count. Free preview masks county names.

  • deathcare_projection

    Year-by-year expected deaths for a county, 2025-2040, for service-capacity planning. These are projections, not recorded counts, and uncertainty grows the further out the series runs. Measured backtest over a four-year horizon: median absolute error 4.36%, 87% of counties within…

  • deathcare_growth_ranking

    Rank counties by the projected change in expected deaths 2025-2040, for comparing service areas. National percentile computed across all 3,144 counties. A projection, not a recorded count; it says nothing about any individual or any provider. The tool NAME is kept as deathcare_g…

  • deathcare_bulk_extract

    ENTERPRISE: bulk extract of the full projection series (all counties x 2025-2040) for a state, plus the underlying current-year baseline.

  • browser_fetch

    Render a public web page in a real headless browser and return its title, visible text and links. JavaScript is executed, so it works on pages a plain HTTP fetch cannot read. Free preview returns the title and a short excerpt; paid returns full text and links.

Headers

NameDescription
Authorization
Optional, secret
Optional. Bearer API key issued on subscription at https://product.kcalbinmcp.uk — omit it to use the free masked-preview tier.

Details

Endpointhttps://product.kcalbinmcp.uk/mcp (Streamable HTTP)
First published19 Oct 2026
Last updated19 Oct 2026
Registry nameuk.kcalbinmcp/kcalbin-data-products

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