Kcalbin Data Products

uk.kcalbinmcpPublished by kcalbinmcp.ukOfficial publisherv1.0.0Updated Oct 25, 2026

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

VerifiedStreamable HTTPWeb executable

Overview

Kcalbin Data Products's hosted MCP server (product.kcalbinmcp.uk), published by kcalbinmcp.uk; optional API key; Streamable HTTP; 10 tools.

No AI overview yet: these facts come from the registry entry and the server itself.

Publisher
kcalbinmcp.uk
Endpoint
product.kcalbinmcp.uk
Last checked

Installation

In SourceWeft

  1. Open Kcalbin Data Products in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/uk.kcalbinmcp%2Fkcalbin-data-products/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "kcalbin-data-products": {
      "type": "http",
      "url": "https://product.kcalbinmcp.uk/mcp"
    }
  }
}

Tools

10

chandler_signals

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

Parameterslimitstate

chandler_warn

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

Parametersstate

chandler_court_signals

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

Parameterssignal_type

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.

Parameterslimitstate

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.

Parameterslimitstate

deathcare_market

Current-year expected deaths for a county or state — market size for death-care operators and investors. Free preview masks county names.

Parametersfipslimitstate

deathcare_projection

Year-by-year expected deaths for a county, 2025-2040. Shows the baby-boomer mortality trajectory. PAID (Professional and above).

Parametersfipsstatecountyto_yearfrom_year

deathcare_growth_ranking

Rank counties by projected growth in deaths 2025-2040 — the expansion/market-selection question. National percentile is computed across all 3,144 counties. PAID (Professional and above).

Parameterslimitstatemin_deaths

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.

Parametersstaterequired

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.

Parametersurlrequired

Version history

1
  1. v1.0.0LatestOct 19, 2026

Score

72% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts

    Publish an icon in the registry entry.

  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.