locationlists/us-business-locations-samples

LocationLists — US business location samples

Ten real rows from each of 30 of the 726 datasets published at locationlists.com, a catalog of 43,101,581 verified US business locations: manufacturer dealer networks, retail and restaurant chains, licensed trade contractors, healthcare providers, nonprofits and membership directories. Every dataset is compiled from the brand's own store locator or the official government registry, re-checked weekly, and sold as a flat CSV with no signup.

This repo exists so you can inspect the exact schema and data quality before buying, and so agents can test against real rows. The samples are the same ones served free at https://locationlists.com/data/{slug}/sample.csv.

What is in each file

Every CSV has one row per physical location with the columns the source publishes. Columns present in most files: name, city, state, zip, phone, address, country, latitude, longitude. Brand-specific flags (dealer tier, service center, Automower, Preferred Partner, and so on) are kept as their own columns where the locator exposes them. Coordinates are the locator's own, not geocoded after the fact.

Datasets sampled

Dataset	Category	Full dataset rows	Fields	Sample file	Full dataset
US Healthcare Providers — Full NPPES File	Healthcare	9,369,042	123	samples/us-healthcare-providers-full-nppes-file.csv	locationlists.com/data/us-healthcare-providers-full-nppes-file
US Nonprofit Grants Awarded	Nonprofits	6,465,185	5	samples/us-nonprofit-grants-awarded.csv	locationlists.com/data/us-nonprofit-grants-awarded
US Nonprofits — Full IRS File	Nonprofits	1,964,958	76	samples/us-nonprofits-full-irs-file.csv	locationlists.com/data/us-nonprofits-full-irs-file
US Healthcare Organizations	Healthcare	1,958,129	123	samples/us-healthcare-organizations.csv	locationlists.com/data/us-healthcare-organizations
US Medicare-Enrolled Clinicians	Healthcare	1,622,183	123	samples/us-medicare-enrolled-clinicians.csv	locationlists.com/data/us-medicare-enrolled-clinicians
US Nonprofits — Currently Filing	Nonprofits	1,423,535	76	samples/us-nonprofits-currently-filing.csv	locationlists.com/data/us-nonprofits-currently-filing
US Trucking Companies (5+ Trucks)	Industrial	248,345	21	samples/trucking-company-list.csv	locationlists.com/data/trucking-company-list
Licensed Childcare Providers (25 States)	Retail	158,891	17	samples/childcare-provider-database.csv	locationlists.com/data/childcare-provider-database
US CPA & Accounting Firms	Industrial	120,179	13	samples/cpa-firm-list.csv	locationlists.com/data/cpa-firm-list
US Dental Practices	Industrial	112,228	14	samples/dental-practice-list.csv	locationlists.com/data/dental-practice-list
US Pharmacies	Retail	111,483	15	samples/pharmacy-list.csv	locationlists.com/data/pharmacy-list
US Federal Firearms Licensees (FFL)	Retail	77,150	15	samples/ffl-dealer-list.csv	locationlists.com/data/ffl-dealer-list
Weber Dealer Locations	Grills	15,130	13	samples/weber-dealers.csv	locationlists.com/data/weber-dealers
DeWalt Retailers	Equipment	11,788	14	samples/dewalt-dealers.csv	locationlists.com/data/dewalt-dealers
STIHL Dealers	Equipment	10,498	13	samples/stihl-dealers.csv	locationlists.com/data/stihl-dealers
Bosch Tools Retailer Locations	Equipment	9,935	15	samples/bosch-tools-dealers.csv	locationlists.com/data/bosch-tools-dealers
Traeger Dealer Locations	Grills	7,983	9	samples/traeger-dealers.csv	locationlists.com/data/traeger-dealers
Dunkin' Restaurant Locations	Breakfast	7,791	10	samples/dunkin-stores.csv	locationlists.com/data/dunkin-stores
Ooni Dealer Locations	Grills	6,568	10	samples/ooni-dealers.csv	locationlists.com/data/ooni-dealers
Ace Hardware Locations	Hardware	4,901	10	samples/ace-hardware-stores.csv	locationlists.com/data/ace-hardware-stores
True Value Locations	Hardware	4,806	12	samples/true-value-stores.csv	locationlists.com/data/true-value-stores
Sherwin-Williams Locations	Hardware	4,680	10	samples/sherwin-williams-stores.csv	locationlists.com/data/sherwin-williams-stores
Purple Mattress Retail Locations	Mattresses	4,028	13	samples/purple-mattress-stores.csv	locationlists.com/data/purple-mattress-stores
Waffle House Restaurant Locations	Breakfast	2,064	10	samples/waffle-house-stores.csv	locationlists.com/data/waffle-house-stores
Tim Hortons Restaurant Locations	Breakfast	1,634	10	samples/tim-hortons-stores.csv	locationlists.com/data/tim-hortons-stores
Ashley HomeStore Locations	Furniture	763	12	samples/ashley-homestore-stores.csv	locationlists.com/data/ashley-homestore-stores
Mattress Firm Locations	Mattresses	624	13	samples/mattress-firm-stores.csv	locationlists.com/data/mattress-firm-stores
Sleep Number Store Locations	Mattresses	573	34	samples/sleep-number-stores.csv	locationlists.com/data/sleep-number-stores
OW Lee Dealer Locations	Outdoor Furniture	369	15	samples/ow-lee-dealers.csv	locationlists.com/data/ow-lee-dealers
Kingsley-Bate Dealer Locations	Outdoor Furniture	289	15	samples/kingsley-bate-dealers.csv	locationlists.com/data/kingsley-bate-dealers

The full catalog, with field lists, record counts and refresh dates, is at locationlists.com/llms-full.txt and as JSON at locationlists.com/catalog.json.

Load with datasets

from datasets import load_dataset

stihl = load_dataset("locationlists/us-business-locations-samples", "stihl-dealers", split="train")
print(stihl[0])

Use from an agent

LocationLists exposes the same catalog over MCP (Streamable HTTP, no auth) at https://locationlists.com/mcp. Tools: search_datasets, get_dataset, get_sample, query_locations, get_quote, create_checkout, buy_dataset, check_order. Per-dataset JSON records live at https://locationlists.com/data/{slug}/dataset.json. Details for agent builders: locationlists.com/llms.txt and the locationlists-mcp repo.

License

Samples are free to use for evaluation, research and testing under the LocationLists dataset license. Full datasets are licensed to the purchaser for internal business use. Source data comes from public store locators and public registries; no personal data beyond business contact details is included.

Provenance and refresh

Each dataset page shows the real last-modified date of the underlying file. The samples here were pulled on 2026-09-13; the live sample endpoints always reflect the current file.

Maintained by LocationLists. Questions: kyle@locationlists.com.