US county data over MCP: displacement signals, WARN notices, death-care forecasts, page reader
Connect Remote server
claude mcp add --transport http kcalbin-data-products https://product.kcalbinmcp.uk/mcp --header "Authorization: Bearer <YOUR_API_KEY>"
{
"mcpServers": {
"kcalbin-data-products": {
"url": "https://product.kcalbinmcp.uk/mcp",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
{
"servers": {
"kcalbin-data-products": {
"type": "http",
"url": "https://product.kcalbinmcp.uk/mcp",
"headers": {
"Authorization": "Bearer <YOUR_API_KEY>"
}
}
}
}
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_signalsCounty-level workforce displacement signals (severity, score, forecast). Free preview masks county names.
chandler_warnWARN Act layoff notices (company, workers affected, dates). Free preview masks company names.
chandler_court_signalsBankruptcy / WARN-lawsuit / NLRB court filings (Chapter 11 etc.) as displacement events. PAID.
chandler_economic_contextENTERPRISE: 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_signalsChandler 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_marketCurrent-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_projectionYear-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_rankingRank 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_extractENTERPRISE: bulk extract of the full projection series (all counties x 2025-2040) for a state, plus the underlying current-year baseline.
browser_fetchRender 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
| Name | Description |
|---|---|
AuthorizationOptional, secret | Optional. Bearer API key issued on subscription at https://product.kcalbinmcp.uk — omit it to use the free masked-preview tier. |
Details
| Endpoint | https://product.kcalbinmcp.uk/mcp (Streamable HTTP) |
| First published | 19 Oct 2026 |
| Last updated | 19 Oct 2026 |
| Registry name | uk.kcalbinmcp/kcalbin-data-products |
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