Featured

Deploy OpenClaw in 60 seconds — 20% off logoDeploy OpenClaw in 60 seconds — 20% off

Launch OpenClaw on Hostinger in about 60 seconds and keep your agent live 24/7. Our referral link gives you 20% off, no coupon code needed.

Launch on Hostinger
Run your Hermes agent on Hostinger, fully managed logoRun your Hermes agent on Hostinger, fully managed

Launch Hermes on Hostinger in one click, fully managed, no VPS knowledge needed. Use code ZACAARON10 for 10% off.

Launch on Hostinger
Crawl and scrape any site into clean data, 10% off logoCrawl and scrape any site into clean data, 10% off

Firecrawl crawls and scrapes any site into clean markdown for your agent. Get 1,000 free credits, and new users get 10% off their first purchase.

Try Firecrawl free
Your own AI agent, running 24/7 with QwikClaw logoYour own AI agent, running 24/7 with QwikClaw

QwikClaw sets up and runs an always-on OpenClaw agent for you. One click, no config files, no server setup.

Deploy now
One API to scrape, enrich, and extract the internet. logoOne API to scrape, enrich, and extract the internet.

Context.dev gives your agents a single API to scrape, enrich, and extract live web data — no proxies, no parsers, no maintenance.

Start building free
SetupClaw: done-for-you OpenClaw for founders & exec teams logoSetupClaw: done-for-you OpenClaw for founders & exec teams

White-glove OpenClaw for founders and exec teams (4–50+ employees): we install, harden, integrate your tools, and maintain it — secured from day one.

Get it set up for you
SEO data APIs for your agent, $1 free credit logoSEO data APIs for your agent, $1 free credit

DataForSEO gives your agent live access to SERP results, keyword data, backlinks, and on-page SEO data through one API. New accounts get a $1 credit, good for up to 20,000 keyword or backlink lookups.

Try DataForSEO free
Reach 47,000+ AI builders

A flat monthly placement in front of developers actively installing AI tools. No lock-in, cancel anytime.

Advertise here

Works with

Claude CodeClaude DesktopCursorVS CodeClineCodex CLIOpenClaw+ any MCP client

Install to Claude Code

This server doesn't publish a one-line install command. Follow the setup in the source repository.

Summary

MCP server for the loc8n Geographic Data API. Exposes U.S.

README.md

@gener8v/mcp-geographic-data

MCP server for the loc8n Geographic Data API. Exposes U.S. demographics, housing, mortgage, migration, employment, and geographic data as tools for any MCP-compatible client (Claude Desktop, Claude Code, Cursor, etc.).

Quick Start

npm install -g @gener8v/mcp-geographic-data

Set your API key:

export LOC8N_API_KEY="your-api-key"

Get a key at loc8n.com.

Usage

Claude Desktop

Add to ~/Library/Application Support/Claude/claude_desktop_config.json:

{
  "mcpServers": {
    "geographic-data": {
      "command": "mcp-geographic-data",
      "env": {
        "LOC8N_API_KEY": "your-api-key"
      }
    }
  }
}

Claude Code

Add to your project's .mcp.json:

{
  "mcpServers": {
    "geographic-data": {
      "command": "mcp-geographic-data",
      "env": {
        "LOC8N_API_KEY": "your-api-key"
      }
    }
  }
}

Hosted SSE (no install required)

Connect any MCP-compatible client directly to the hosted server at mcp.loc8n.com. Pass your API key as a query parameter or Authorization header:

SSE endpoint: https://mcp.loc8n.com/sse?apiKey=YOUR_API_KEY

Or with a Bearer token:

GET https://mcp.loc8n.com/sse
Authorization: Bearer YOUR_API_KEY

Each connection gets an isolated session — your API key is used for all requests and usage is tracked against your account.

Cursor

Add to your Cursor MCP settings:

{
  "mcpServers": {
    "geographic-data": {
      "url": "https://mcp.loc8n.com/sse?apiKey=YOUR_API_KEY"
    }
  }
}

Windsurf

Add to ~/.codeium/windsurf/mcp_config.json:

{
  "mcpServers": {
    "geographic-data": {
      "serverUrl": "https://mcp.loc8n.com/sse?apiKey=YOUR_API_KEY"
    }
  }
}

Self-Hosted SSE

Run the server locally for development or custom deployments:

mcp-geographic-data --transport sse --port 3100

Endpoints:

  • SSE: http://localhost:3100/sse
  • Messages: http://localhost:3100/messages
  • Health: http://localhost:3100/health

Tools (23)

Geographic Lookup

| Tool | Description | |------|-------------| | lookup_zip_code | Get details for a ZIP code (city, county, state, coordinates) | | search_zip_codes_by_city | Find ZIP codes for a city/state | | find_zip_codes_in_radius | Find ZIP codes within a radius of a point | | calculate_zip_code_distance | Calculate distance between two ZIP codes | | search_areas | Search counties, states, or metro areas by name |

Demographics

| Tool | Description | |------|-------------| | get_demographics | Full demographic profile (population, income, education, etc.) | | get_demographics_category | Single demographic category in detail | | get_demographics_trend | Year-over-year demographic trends | | compare_demographics | Side-by-side comparison of two areas |

Housing & Market Data

| Tool | Description | |------|-------------| | get_fair_market_rent | HUD Fair Market Rent by bedroom count | | get_fmr_trend | Fair Market Rent trends over time |

Mortgage & Lending

| Tool | Description | |------|-------------| | get_mortgage_summary | HMDA mortgage origination summary | | get_mortgage_trends | Mortgage lending trends over time | | compare_mortgage | Side-by-side mortgage comparison of two areas |

Migration

| Tool | Description | |------|-------------| | get_migration_summary | IRS SOI migration inflows/outflows | | get_migration_flows | Top origin/destination flows for an area | | get_migration_trends | Migration trends across year pairs |

Employment

| Tool | Description | |------|-------------| | get_employment | LODES employment profile (jobs, sectors, wages) | | get_employment_trend | Employment trends over time | | compare_employment | Side-by-side employment comparison | | get_commute_flows | Top commute origins/destinations |

Geocoding

| Tool | Description | |------|-------------| | geocode_address | Convert address to coordinates and FIPS codes | | reverse_geocode | Convert coordinates to address and area identifiers |

Resources (7)

| URI | Description | |-----|-------------| | data://demographics/available-years | Available years for ACS demographics data | | data://fmr/available-years | Available years for HUD Fair Market Rent data | | data://mortgage/available-years | Available years for HMDA mortgage data | | data://migration/available-years | Available year pairs for IRS migration data | | data://employment/available-years | Available years for LODES employment data | | data://tiers | Subscription tier definitions and permissions | | data://auth/context | Current API key tier, permissions, and rate limits |

Environment Variables

| Variable | Required | Default | Description | |----------|----------|---------|-------------| | LOC8N_API_KEY | Yes | — | API key for the loc8n Geographic Data API | | LOC8N_API_BASE_URL | No | https://api.loc8n.com | API base URL |

CLI Options

mcp-geographic-data [options]

  --transport <stdio|sse>  Transport protocol (default: stdio)
  --port <number>          Port for SSE transport (default: 3100)
  --help, -h               Show help

License

MIT

See related servers & alternatives →

Related MCP servers

Browse all →

Related guides

Hand-picked reading to help you choose and use Maps & Location servers.