About loc8n Geographic Data
@gener8v/mcp-geographic-data connects MCP clients to the loc8n Geographic Data API for U.S. geographic, demographic, housing, mortgage, migration, and employment data. It offers 23 tools and seven resources, and supports local or hosted SSE connections.
Key features
- 01ZIP code and area lookup
- 02Demographic profiles and trends
- 03Rent, mortgage, and lending data
- 04Migration and employment analysis
- 05Address and coordinate geocoding
- 06Seven data and account resources
Use cases
- 01Compare demographic profiles across areas
- 02Review local rents and mortgage trends
- 03Analyze migration and employment patterns
- 04Geocode an address or coordinates
MCP support
The server exposes 23 tools and seven resources from the loc8n Geographic Data API to MCP-compatible clients. It supports stdio and SSE transport, with hosted and self-hosted SSE options.
Configuration
Remote servers need no local install. Pick your client, then copy the config or install in one click.
https://mcp.loc8n.com/sseclaude mcp add --transport sse gener8v-thomas-mcp-geographic-data https://mcp.loc8n.com/sse{"mcpServers":{"gener8v-thomas-mcp-geographic-data":{"type":"sse","url":"https://mcp.loc8n.com/sse"}}}Open in Cursor{"servers":{"gener8v-thomas-mcp-geographic-data":{"type":"sse","url":"https://mcp.loc8n.com/sse"}}}Open in VS Code{"mcpServers":{"gener8v-thomas-mcp-geographic-data":{"type":"sse","url":"https://mcp.loc8n.com/sse"}}}{"mcpServers":{"gener8v-thomas-mcp-geographic-data":{"serverUrl":"https://mcp.loc8n.com/sse"}}}Run commands in a terminal; paste JSON into the client’s MCP config and restart. Servers that need sign-in will prompt on first connect.
https://mcp.loc8n.com/sseAuth requiredTools
Details
From the project README@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
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