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loc8n Geographic Data

loc8n Geographic Data MCP server by gener8v-thomas

Connector by gener8v-thomas · GitHub account verified by the MCP Registry

IndexedLicense unknownLocal (stdio)Remote (SSE)
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Install

Works with Claude Code, VS Code, Codex, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/gener8v-thomas-mcp-geographic-data

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Remote endpoint

  • https://mcp.loc8n.com/sse Remote (SSE)

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About

U.S. demographics, housing, mortgage, migration, and employment data via loc8n API

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
23 read · 0 write · 0 deleteRead-only
Secrets
2 (API keys, tokens or passwords)
Install scripts
Not scanned yet
Runs as
Node.js package

Tools by what they do 23

Read from the source code; the running server may list different tools.

Read 23 · Look things up without changing anything.

  • calculate_zip_code_distance
  • compare_demographics
  • compare_employment
  • compare_mortgage
  • find_zip_codes_in_radius
  • geocode_address
  • get_commute_flows
  • get_demographics
  • get_demographics_category
  • get_demographics_trend
  • get_employment
  • get_employment_trend
Show 11 more tools
  • get_fair_market_rent
  • get_fmr_trend
  • get_migration_flows
  • get_migration_summary
  • get_migration_trends
  • get_mortgage_summary
  • get_mortgage_trends
  • lookup_zip_code
  • reverse_geocode
  • search_areas
  • search_zip_codes_by_city

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

  • Authorization
  • LOC8N_API_KEY

Network hosts it talks to 1

  • mcp.loc8n.com · found in remote endpoint, install command

Tools (23)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • calculate_zip_code_distanceCalculate ZIP Code Distanceread-only

    Calculate the distance between two ZIP codes using either the Haversine or Vincenty formula. Returns origin/destination details and the computed distance.

  • compare_demographicsCompare Demographicsread-only

    Compare demographics side by side for two to ten ZIP codes. Returns each ZIP's demographic profile plus summary comparison ranges (population, income, housing).

  • compare_employmentCompare Employmentread-only

    Compare employment data for multiple areas side by side (2-10 areas). All geoids must share the same area type. Returns per-area metrics including total jobs, industry mix, earnings, and age breakdown.

  • compare_mortgageCompare Mortgage Dataread-only

    Compare mortgage lending metrics across 2-5 geographic areas for a single HMDA data year. All areas must be the same geographic level (tract, county, or state). Returns side-by-side summaries including origination count, denial rate, median loan amount, and loan type/purpose breakdowns for each area. Source: CFPB/FFIEC HMDA.

  • find_zip_codes_in_radiusFind ZIP Codes in Radiusread-only

    Find all ZIP codes within a given radius of a center ZIP code. Returns each nearby ZIP with its distance from the center.

  • geocode_addressGeocode Addressread-only

    Convert a street address or place name into geographic coordinates. Returns up to 'limit' candidate results with coordinates, formatted address, address components, confidence score, and provider name. The optional 'country' parameter biases (but does not strictly filter) results toward the given country.

  • get_commute_flowsGet Commute Flowsread-only

    Retrieve commute flow (origin-destination) data for a county or state. Shows where workers come from (inbound) or where residents commute to (outbound). Returns top flow pairs with job counts and a 3-supersector industry breakdown (Goods Producing, Trade/Transport/Utilities, All Other Services). Note: this uses OD data with a coarser industry breakdown than the 20-sector NAICS detail available in single-area employment summaries. Not available at the tract level.

  • get_demographicsGet Demographicsread-only

    Retrieve a full demographic profile (population, income, housing, education, employment, households) for a single geographic area such as a ZIP code, county, state, place, CBSA, census tract, or block group.

  • get_demographics_categoryGet Demographics by Categoryread-only

    Retrieve specific demographic categories (e.g. population, income, housing) for a geographic area. Use this instead of get_demographics when you only need a subset of categories to keep the response concise.

  • get_demographics_trendGet Demographics Trendread-only

    Retrieve historical demographic data across multiple years for a single geographic area, useful for analysing population growth, income changes, or housing trends over time.

  • get_employmentGet Employment Dataread-only

    Retrieve employment data for a single geographic area. Returns total jobs, industry mix by NAICS sector, earnings distribution, and age breakdown. The 'perspective' parameter controls whether data reflects jobs physically located in the area (workplace, WAC data — default) or jobs held by the area's residents regardless of where they work (residence, RAC data).

  • get_employment_trendGet Employment Trendread-only

    Retrieve employment data across all available years for a single area. Returns an array of yearly metrics (total jobs, industry mix, earnings, age breakdown) ordered ascending by year. Use 'perspective' to choose workplace (default) or residence.

  • get_fair_market_rentGet Fair Market Rentread-only

    Look up HUD Fair Market Rent (FMR) rates for a geographic area by ZIP code, county FIPS, CBSA/metro code, or state FIPS. Returns monthly rent estimates by bedroom count (efficiency through 4-bedroom). Note: State-level queries return all ZIP-level FMR records within the state, which can be hundreds of records. Use ZIP or county lookups when only a single area is needed. Source: U.S. Dept. of Housing & Urban Development, Fair Market Rents.

  • get_fmr_trendGet FMR Trendread-only

    Retrieve Fair Market Rent data across multiple years for a single area. Returns an array of yearly FMR records with rent values by bedroom count. Supports ZIP, county, and CBSA area types. State-level trends are not supported because state queries return aggregated lists of ZIP-level records, not a single time series. Source: U.S. Dept. of Housing & Urban Development, Fair Market Rents.

  • get_migration_flowsGet Migration Flowsread-only

    Retrieve top inflow or outflow areas for a county or state, ranked by number of tax returns or AGI. Inflows show where people moved from (into this area); outflows show where people moved to (out of this area). Returns an array of flow records with FIPS, area name, returns, exemptions, and AGI (in thousands of dollars). Some flow entries may be suppressed by the IRS for privacy when returns fall below the disclosure threshold. Source: IRS Statistics of Income.

Show 8 more tools
  • get_migration_summaryGet Migration Summaryread-only

    Retrieve migration summary for a county or state showing aggregate inflows, outflows, and net migration. Returns net returns (positive = net in-migration, negative = net out-migration), net exemptions (proxy for people), and net AGI (adjusted gross income in thousands of dollars). Year is specified as a year pair (e.g., '2021-2022') representing tax filing year transitions. Source: IRS Statistics of Income.

  • get_migration_trendsGet Migration Trendsread-only

    Retrieve migration summary data across all available year pairs for a county or state. Returns an array of yearly migration summaries sorted by year pair, each including net returns, net exemptions, net AGI, and inflow/outflow breakdowns. AGI values are in thousands of dollars. Source: IRS Statistics of Income.

  • get_mortgage_summaryGet Mortgage Summaryread-only

    Retrieve the mortgage lending summary for a single geographic area (census tract, county, or state) from HMDA data. Returns origination count, denial rate, median loan amount, median interest rate, loan purpose mix, and loan type mix (conventional, FHA, VA, USDA). Source: CFPB/FFIEC HMDA.

  • get_mortgage_trendsGet Mortgage Trendsread-only

    Retrieve multi-year mortgage lending data for a single area across all available HMDA years. Returns an array of yearly summaries including origination count, denial rate, median loan amount, median interest rate, and loan purpose/type breakdowns. Source: CFPB/FFIEC HMDA.

  • lookup_zip_codeLook Up ZIP Coderead-only

    Look up full details for a single 5-digit US ZIP code, including city, state, county, timezone, coordinates, area codes, land/water area, and elevation.

  • reverse_geocodeReverse Geocoderead-only

    Convert a latitude/longitude coordinate pair into a street address. Returns the best-match formatted address, address components, and coordinates.

  • search_areasSearch Geographic Areasread-only

    Search for geographic areas by name across all boundary types (county, state, CBSA, census tract, ZIP). Uses trigram matching for fuzzy name search.

  • search_zip_codes_by_citySearch ZIP Codes by Cityread-only

    Search for all ZIP codes in a given city and state. Returns the full list of matching ZIP codes with details.

Signals

Stars
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Forks
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Open issues
0
Last commit
Apr 1, 2026 (7 months ago)
Last release
Apr 1, 2026 (7 months ago)

From GitHub (fetched Oct 24, 2026).

Details

Registry name
io.github.gener8v-thomas/mcp-geographic-data
Version
0.1.3
Auth
Bearer token, API key
License
License unknown
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Cite this page

loc8n Geographic Data MCP server. Agent Mart. https://agentmart.dev/connectors/gener8v-thomas-mcp-geographic-data (last updated 2026-10-24)