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Glama

Census ACS Demographics

Server Details

Population, income, poverty, education, housing, and commuting from the US Census ACS

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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Tool DescriptionsA

Average 4.1/5 across 5 of 5 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool has a clearly distinct purpose targeting specific demographic domains: commuting, general demographics, economics, education, and flexible tract-level data. The descriptions clearly differentiate the data categories returned, with no overlap that would cause confusion. An agent can easily select the right tool based on the specific data needed.

Naming Consistency5/5

All tools follow a consistent verb_noun pattern with 'get_' prefix followed by the data domain (e.g., get_commuting_data, get_county_demographics). The naming is perfectly predictable and follows the same snake_case convention throughout. This consistency makes the tool set easy to navigate and understand.

Tool Count5/5

Five tools is well-scoped for a demographic data server, covering key ACS domains (commuting, demographics, economics, education) plus a flexible query tool. Each tool earns its place by addressing distinct data needs without redundancy. The count is neither too thin nor bloated, fitting the server's purpose perfectly.

Completeness4/5

The tool set provides strong coverage of core ACS domains with dedicated tools for major categories and a flexible tool for custom queries. Minor gaps exist, such as no dedicated tool for housing characteristics or employment data beyond commuting, but the flexible get_tract_data can fill these gaps. Overall, the surface supports most common demographic analysis workflows effectively.

Available Tools

5 tools
get_commuting_dataInspect

Get means of transportation to work data for counties.

Returns worker counts and percentages for: drove alone, carpooled,
public transit, walked, bicycle, taxi/motorcycle/other, and worked from home.

Args:
    state: Two-letter state abbreviation (e.g. 'WA', 'CA') or 2-digit FIPS code.
    county_fips: Three-digit county FIPS code (e.g. '033' for King County).
                 Omit to get all counties in the state.
    year: ACS 5-year estimate year (default 2022).
ParametersJSON Schema
NameRequiredDescriptionDefault
yearNo
stateYes
county_fipsNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes
get_county_demographicsInspect

Get demographic data for counties: population, median age, race, Hispanic origin, income, and poverty.

Returns one record per county with total population, median age, racial breakdown
(White, Black, American Indian, Asian, Pacific Islander, Other, Two+),
Hispanic/Latino percentage, median household income, and poverty rate.

Args:
    state: Two-letter state abbreviation (e.g. 'WA', 'CA') or 2-digit FIPS code.
    county_fips: Three-digit county FIPS code (e.g. '033' for King County).
                 Omit to get all counties in the state.
    year: ACS 5-year estimate year (default 2022). Data covers year-4 through year.
ParametersJSON Schema
NameRequiredDescriptionDefault
yearNo
stateYes
county_fipsNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes
get_county_economicsInspect

Get economic data for counties: income, poverty, home values, rent, and health insurance.

Returns median household income, poverty rate, median home value, median gross rent,
and health insurance coverage rates (insured vs uninsured).

Args:
    state: Two-letter state abbreviation (e.g. 'WA', 'CA') or 2-digit FIPS code.
    county_fips: Three-digit county FIPS code (e.g. '033' for King County).
                 Omit to get all counties in the state.
    year: ACS 5-year estimate year (default 2022).
ParametersJSON Schema
NameRequiredDescriptionDefault
yearNo
stateYes
county_fipsNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes
get_county_educationInspect

Get educational attainment for counties (population 25+).

Returns counts and percentages for: less than high school, high school diploma/GED,
some college/associate degree, bachelor's degree, and graduate/professional degree.

Args:
    state: Two-letter state abbreviation (e.g. 'WA', 'CA') or 2-digit FIPS code.
    county_fips: Three-digit county FIPS code (e.g. '033' for King County).
                 Omit to get all counties in the state.
    year: ACS 5-year estimate year (default 2022).
ParametersJSON Schema
NameRequiredDescriptionDefault
yearNo
stateYes
county_fipsNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes
get_tract_dataInspect

Get tract-level ACS data for any variables within a county.

This is a flexible tool for querying any ACS 5-year estimate variables at
the census tract level. Automatically batches requests if more than 50
variables are requested.

Common variable examples:
- B01001_001E: Total population
- B19013_001E: Median household income
- B17001_002E: Population below poverty level
- B25077_001E: Median home value
- B02001_002E-008E: Race breakdown

Args:
    state: Two-letter state abbreviation (e.g. 'WA') or 2-digit FIPS code.
    county_fips: Three-digit county FIPS code (e.g. '033' for King County, WA).
    variables: Comma-separated ACS variable codes (e.g. 'B01001_001E,B19013_001E').
               NAME is always included automatically.
    year: ACS 5-year estimate year (default 2022).
ParametersJSON Schema
NameRequiredDescriptionDefault
yearNo
stateYes
variablesYes
county_fipsYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

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