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kcalbin-data-products

not classified

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

v1.0.0 · active · website · descriptor JSON · versions

Not classified yet.The remote endpoints have not been probed successfully, or the listing has nothing to connect to.
Quality73new
Trust59of 100
Uptime, 30 days75%
Latency p50743 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "kcalbin-data-products": {
      "type": "http",
      "url": "https://product.kcalbinmcp.uk/mcp",
      "headers": {
        "Authorization": "Bearer ${KCALBIN_DATA_PRODUCTS_TOKEN}"
      }
    }
  }
}
claude mcp add --transport http kcalbin-data-products https://product.kcalbinmcp.uk/mcp --header "Authorization: Bearer ${KCALBIN_DATA_PRODUCTS_TOKEN}"
[mcp_servers.kcalbin-data-products]
url = "https://product.kcalbinmcp.uk/mcp"
bearer_token_env_var = "KCALBIN_DATA_PRODUCTS_TOKEN"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "kcalbin-data-products": {
      "type": "remote",
      "url": "https://product.kcalbinmcp.uk/mcp",
      "enabled": true,
      "headers": {
        "Authorization": "Bearer {env:KCALBIN_DATA_PRODUCTS_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "kcalbin-data-products": {
      "type": "http",
      "url": "https://product.kcalbinmcp.uk/mcp",
      "headers": {
        "Authorization": "Bearer ${KCALBIN_DATA_PRODUCTS_TOKEN}"
      }
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=kcalbin-data-products&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vcHJvZHVjdC5rY2FsYmlubWNwLnVrL21jcCIsImhlYWRlcnMiOnsiQXV0aG9yaXphdGlvbiI6IkJlYXJlciAke0tDQUxCSU5fREFUQV9QUk9EVUNUU19UT0tFTn0ifX0%3D"
}
{
  "servers": {
    "kcalbin-data-products": {
      "type": "http",
      "url": "https://product.kcalbinmcp.uk/mcp",
      "headers": {
        "Authorization": "Bearer ${KCALBIN_DATA_PRODUCTS_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "kcalbin-data-products": {
      "httpUrl": "https://product.kcalbinmcp.uk/mcp",
      "headers": {
        "Authorization": "Bearer ${KCALBIN_DATA_PRODUCTS_TOKEN}"
      }
    }
  }
}
extensions:
  "kcalbin-data-products":
    enabled: true
    name: "kcalbin-data-products"
    type: streamable_http
    uri: "https://product.kcalbinmcp.uk/mcp"
    headers:
      "Authorization": "Bearer ${KCALBIN_DATA_PRODUCTS_TOKEN}"
    timeout: 300

Placeholders to fill from your own secret store: ${KCALBIN_DATA_PRODUCTS_TOKEN}. The registry never accepts secret values.

Quality 73 / 100new

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: chandler_commerce_signals (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); deathcare_growth_ranking (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); browser_fetch (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
  • pass
    tools.token_costabout 824 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stabilityn/a · weight 15
  • n/a
    stability.changes, stability.rug_pulltool history recorded for 1 of the 7 days needed
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

10 tools, about 824 tokens to load them all · tool set de36675db24c · checked 2026-10-20 21:18 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 59 / 100

no-repository
provenance55
liveness20
freshness100
hygiene80

+dns-namespace +website -unreachable(1 failures) +updated-1d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://product.kcalbinmcp.uk/mcp streamable-httpnoneno (1 failures)75%743 ms2025-11-252026-10-20

Tools (10)

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.
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.
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_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.
deathcare_bulk_extractENTERPRISE: bulk extract of the full projection series (all counties x 2025-2040) for a state, plus the underlying current-year baseline.
deathcare_growth_rankingRank 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).
deathcare_marketCurrent-year expected deaths for a county or state — market size for death-care operators and investors. Free preview masks county names.
deathcare_projectionYear-by-year expected deaths for a county, 2025-2040. Shows the baby-boomer mortality trajectory. PAID (Professional and above).

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "uk.kcalbinmcp/kcalbin-data-products",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://product.kcalbinmcp.uk/mcp",
      "type": "streamable-http",
      "headers": [
        {
          "name": "Authorization",
          "isSecret": true,
          "description": "Optional. Bearer API key issued on subscription at https://product.kcalbinmcp.uk — omit it to use the free masked-preview tier."
        }
      ]
    }
  ],
  "version": "1.0.0",
  "websiteUrl": "https://product.kcalbinmcp.uk",
  "description": "US county data over MCP: displacement signals, WARN notices, death-care forecasts, page reader"
}