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Glama

Server Details

US ZIP code intelligence: demographics, weather, tax, crime, housing, voting, and more.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

100% free. Your data is private.
Tool DescriptionsA

Average 4.1/5 across 18 of 18 tools scored. Lowest: 3.3/5.

Server CoherenceA
Disambiguation5/5

Each tool targets a distinct domain or operation (e.g., get_air_quality_profile vs. get_business_profile), and the summary tool get_zip_profile is clearly differentiated from deep-dive tools. No two tools have overlapping purposes.

Naming Consistency5/5

All tools use snake_case with a consistent verb_noun pattern: domain-specific tools follow 'get_<domain>_profile', and other tools like search_zips, compare_zips, reverse_geocode are similarly descriptive and uniform.

Tool Count5/5

With 18 tools covering 12 data domains plus search, comparison, reverse geocoding, and centroids, the count is well-scoped. Each tool serves a clear purpose without unnecessary redundancy.

Completeness5/5

The tool set provides full lifecycle coverage for exploring ZIP code data: search, detail via get_zip_profile, deep dives into each domain, comparison, reverse geocoding, and centroids. No obvious gaps exist for the server's stated purpose.

Available Tools

22 tools
compare_zipsInspect

Side-by-side full profiles for 2–5 ZIP codes. Use when the user has finalists and needs to choose between them. Returns the same profile shape as get_zip_profile for each ZIP.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipsYes
get_air_quality_profileInspect

Detailed air quality data for one ZIP code. Use when get_zip_profile's air quality section isn't sufficient depth. Includes EPA AQS pollutant levels (PM2.5, PM10, ozone, NO2, SO2, CO) and AQI summary.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_articleInspect

Returns the full prose of a specific ZipExplore research article. Use this for editing, fact-checking, detailed analysis, or when get_research summaries aren't enough. Valid slugs: disappearing-towns, hazard-premium, snap-economy, wealthy-retirees. Each article includes all body sections and methodology notes exactly as published.

ParametersJSON Schema
NameRequiredDescriptionDefault
slugYes
get_business_profileInspect

Detailed business and employment data for one ZIP code. Use when get_zip_profile's business section isn't sufficient depth. Includes top industries, sector breakdowns, total establishments, employment, and annual payroll from Census BDS/CBP data.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_census_profileInspect

Detailed Census / demographics data for one ZIP code. Use when get_zip_profile's demographics section isn't sufficient depth. Includes population, housing, income distribution, education attainment, economic indicators, internet access, and public assistance rates.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_cost_profileInspect

Detailed cost of living data for one ZIP code. Use when get_zip_profile's cost section isn't sufficient depth. Includes fair market rents, housing cost burden, regional price indices, and affordability metrics.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_crime_profileInspect

Detailed crime data for one ZIP code. Use when get_zip_profile's crime section isn't sufficient depth. Includes violent crime rate, property crime rate, and data quality flags (coverage level, Bayesian shrinkage).

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_disaster_risk_profileInspect

Detailed natural disaster risk data for one ZIP code. Use when get_zip_profile's disaster risk section isn't sufficient depth. Includes FEMA NRI overall risk score, individual hazard scores (hurricane, tornado, earthquake, wildfire, flood, etc.), and expected annual loss estimates.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_education_profileInspect

Detailed school data for one ZIP code. Use when get_zip_profile's education section isn't sufficient depth. Includes school counts, student-teacher ratios, graduation rates, per-pupil spending, Title I percentage, and budget breakdown (instruction vs. admin vs. capital). May reflect data from the nearest ZIP if no schools are in this ZIP.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_healthcare_profileInspect

Detailed healthcare data for one ZIP code. Use when get_zip_profile's healthcare section isn't sufficient depth. Includes hospital count and ratings, nursing homes, beds per capita, primary care and mental health shortage area designations, pharmacy count, and urgent care count.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_methodologyInspect

Returns ZipExplore's data interpretation guide: reasoning guardrails (associations vs. causes, small-ZIP noise, averages hiding distributions, editorial score weights, drawing conclusions about people from geographic data), quality flag definitions, known data limitations, coverage gap explanations, and per-domain vintage summary. Call this when you have questions about data quality, what a quality_flag code means, why a ZIP has no data, or how to reason carefully about scores and correlations.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

get_researchInspect

Returns ZipExplore's published research articles — original data findings on topics including disaster risk vs. housing costs (the Hazard Premium), food insecurity in fully-employed communities (SNAP economy), economically declining towns vs. retirement communities, and income variation among America's oldest ZIP codes. Each entry includes the key finding, specific quantitative results, caveats, and a URL to the full article. Call this when a user asks about these topics or when published findings would add context to a live data lookup.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

get_search_fieldsInspect

Lists every field name, type, and description available for search criteria. Call this when you're unsure what field names to pass to search_zips, or when the user asks what data ZipExplore has.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

get_tax_profileInspect

Detailed tax data for one ZIP code. Use when get_zip_profile's tax section isn't sufficient depth. Includes state income tax, sales tax, property tax effective rates, excise taxes, and IRS income statistics.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_transit_profileInspect

Detailed public transit data for one ZIP code. Use when get_zip_profile's transit section isn't sufficient depth. Includes bus stop count, subway station count, rail station count, light rail count, ferry terminal count, total transit stops, transit commute percentage, and nearest subway/rail distances.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_voting_profileInspect

Detailed voting and political data for one ZIP code. Use when get_zip_profile's voting section isn't sufficient depth. Includes presidential election results, partisan lean, congressional and state legislative districts, and state officials.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_weather_profileInspect

Detailed climate data for one ZIP code. Use when get_zip_profile's climate section isn't sufficient depth. Includes annual/monthly temperature averages, precipitation, humidity, and nearest weather station info.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
get_zip_centroidsInspect

Get the latitude/longitude centroid for one or more ZIP codes (max 200). Use when you need map coordinates for a set of ZIPs.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipsYes
get_zip_profileInspect

Full location profile for one ZIP code across all 12 data domains: demographics, climate, tax, crime, cost of living, voting, education, healthcare, business, air quality, disaster risk, and transit. Use this to get detail on a ZIP after search, or when the user asks about a specific ZIP. For deeper data on one domain, use the domain-specific tools.

ParametersJSON Schema
NameRequiredDescriptionDefault
zipYes
pingInspect

Returns server status and tool/resource counts. Use this to verify the ZipExplore MCP connection is live.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

reverse_geocodeInspect

Convert a latitude/longitude coordinate to a ZIP code. Use when the user provides an address or map coordinates rather than a ZIP code.

ParametersJSON Schema
NameRequiredDescriptionDefault
latYes
lonYes
search_zipsInspect

Find ZIP codes matching one or more criteria. Returns a ranked list with scores. Use this first when the user wants recommendations (e.g. "find a low-crime suburb near Denver"). Call get_search_fields first if you're unsure what field names to use.

    criteria: list of {"field": str, "level": "low"|"medium"|"high"}
    area_types: "CITY" | "SUBURB" | "SMALL_TOWN" | "RURAL"
    regions: "northeast" | "southeast" | "midwest" | "southwest" | "west"
    
ParametersJSON Schema
NameRequiredDescriptionDefault
limitNo
statesNo
regionsNo
criteriaYes
area_typesNo
minimum_completenessNo

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