Spree Commerce developer docs for AI agents
Spree Commerce docs for AI coding agents: build headless B2B and marketplace ecommerce on its APIs.
Description from the maker (original English)
US business location data: search, sample, count, query rows or buy CSVs (Stripe or x402 USDC).
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
Passed 4/4 checks · What you ask goes through the maker’s server (locationlists.com)
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude · about 2 min
No key, nothing to install · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1
CustomizeConnectors
Copy each value into the field with the same name in Claude, then click Continue
LocationListshttps://locationlists.com/mcpLeave Authentication as Claude detected it, then click Add
+ConnectorsLocationLists
Use LocationLists and tell me what you can do for me, then show me one thing✓ If Claude says it is using LocationLists or shows a LocationLists tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with ChatGPT on business plans only
ChatGPT Business, Enterprise or Edu on the web, added by a workspace admin or owner · On Free, Plus or Pro: your ChatGPT plan cannot connect MCP yet
Plugins+Add custom MCP server
Enter a name, paste the address under Connection, tick the risk warning and click Create as a plugin
LocationListshttps://locationlists.com/mcpStart a new chat and pick LocationLists from your plugins before typing
Use LocationLists and tell me what you can do for me, then show me one thing✓ If ChatGPT says it is using LocationLists or shows a LocationLists tool in the answer, you are connected
Menu names checked against OpenAI’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Claude Code · about 2 min
No key, nothing to install
Mac: press Command+Space and type Terminal · Windows: open PowerShell
claude mcp add --transport http locationlists https://locationlists.com/mcpYou should see LocationLists listed as connected
Use LocationLists and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using LocationLists or shows a LocationLists tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Cursor · about 2 min
No key, nothing to install
Use LocationLists and tell me what you can do for me, then show me one thing✓ If Cursor says it is using LocationLists or shows a LocationLists tool in the answer, you are connected
Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with VS Code · about 2 min
No key, nothing to install
Use LocationLists and tell me what you can do for me, then show me one thing✓ If VS Code says it is using LocationLists or shows a LocationLists tool in the answer, you are connected
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.
Address for apps that connect over the web
https://locationlists.com/mcpJSON settings are under “For developers” below
Claude Code
claude mcp add --transport http locationlists https://locationlists.com/mcpCursor (~/.cursor/mcp.json)
{
"mcpServers": {
"locationlists": {
"url": "https://locationlists.com/mcp"
}
}
}VS Code (mcp.json)
{
"servers": {
"locationlists": {
"type": "http",
"url": "https://locationlists.com/mcp"
}
}
}These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Connect over the internet in
ClaudeChatGPTGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
Tool names and descriptions exactly as the server reported them on Nov 9, 2026. The maker wrote them, not us; we show them as plain text.
search_datasetsFind LocationLists datasets by brand, kind of business or industry (e.g. 'bobcat', 'restaurants', 'bank branches', 'dental practices', 'hardware stores'). Returns EVERY matching dataset, best first, with slug, name, business type, industry, record count, coverage, whether it can
relate_locationsFree. How one set of places relates to another, by straight-line distance. The base set is the usual dataset / datasets / category plus filters; relate.anchor is the other set, given the same way. Modes: nearest (each base row's k<=3 nearest anchors with miles), count_within (ran
count_by_areaFree, counts only. Counts places per county / zip / state / metro for 1 to 4 labeled sets (each a dataset, datasets or category plus filters), and compares them: has (areas with at least one of every listed set) and lacks (areas with none of any listed set). E.g. counties that ha
cotenancyFree, counts only. How two sets of places sit together: the share of set a within radius_miles of set b and of b within radius_miles of a, how many places overlap, and the county / zip / state / metro areas that have both, only a, or only b (top 10 of each named). Each set is a d
get_datasetFull record for one dataset: fields with descriptions, record and state counts, coverage measured on the rows (a list in 14 states says "partial U.S.: 14 states"; coverageDetail lists the states, rows per state and the states with none), whether it can be searched by distance, ad
count_locationsFree. How many rows of one dataset match a filter — on geography AND any other column (e.g. nonprofits with revenue_amt gt 2000000, dealers with dealerClass eq 'Elite'). Also reports how many rows were excluded only because a tested column was blank, so a thin column is not mista
get_sampleFree. Real rows from the live file, as JSON plus CSV text. Show these to the user so they can judge the fields and quality. Without filters: up to 10 rows spread across the whole dataset. With filters (the same ones count_locations takes: city, state, county, zip, metro, `where`
request_listAsk LocationLists to add a list we do not have yet. Use it when search_datasets finds nothing that fits, or the user wants a brand, place or kind of business we do not publish. BEFORE calling: ask the user whether to send the request, and ask for their email so we can tell them w
send_feedbackSend a message to the LocationLists team: wrong or missing data in a dataset, something that did not work, a pricing question, an idea, or anything else. Ask the user before sending and use their words. Ask for their email so the team can reply, and pass it only if they gave it;
email_quoteFree. Emails the user a plain-English quote for exactly this request: how many rows match, the card price, a few of the matches and a card checkout link, so they can pay later, from any device, or forward it to whoever holds the card. Takes the same arguments as count_locations:
get_quoteLine-item prices and total for a list of dataset slugs, each with how it is sold (soldBy: file, row, or both) — the same rule create_checkout, buy_dataset, create_query_checkout and query_locations enforce, so a quote never offers a route checkout refuses. A list sold by the row
create_checkoutOpens a Stripe Checkout session for one dataset and returns the payment URL plus the session id. Give the URL to the user to pay (card, Apple Pay, Google Pay). After payment Stripe emails them a permanent download link; use check_order with the session id to confirm and fetch it.
check_orderGiven a Stripe Checkout session id (cs_…), reports whether it is paid and, if so, returns the permanent download link for the CSV. Works for whole files, filtered rows and combined (several-dataset) orders. Any download link takes ?shape=hubspot or ?shape=salesforce for CRM-ready
create_query_checkoutFor buyers paying by card (no wallet needed): opens a Stripe Checkout for just the rows of one dataset that match a filter, and returns the payment URL to give the user. Takes the same filters as count_locations (state/city/county/zip, `where` on any column, `near`, `order_by`) a
query_locationsReturn matching rows from one dataset, filtered on ANY of its columns — state/city/county/zip shortcuts plus `where` conditions with numeric comparisons (e.g. [{field:"revenue_amt",op:"gt",value:2000000}]), sorted with `order_by` and paged with `offset`. `near` ({place:"Topeka, K
buy_datasetBuy an ENTIRE dataset outright and get a permanent download link for the CSV. Pays once in USDC on Base, at the same list price a human pays by card — no account and no checkout page.\n\nPrefer this over repeated query_locations calls whenever you want most of a file. Metered que
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 11, 2026
The registry name was verified with the GitHub account kylehawke-stack, which owns the repo
Code last changed 2 months ago
We have not read this repo from GitHub yet
Responded in 230 ms (HTTP 200)
No sign-in needed
Read 16 tool descriptions and found no hidden instructions to the AI
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Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 4 of 4 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed 2 months ago, and the latest version (1.2.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT Business and above.
In the same category: Spree Commerce developer docs for AI agents, Stripe MCP, Sessy — Amazon SES observability
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Spree Commerce docs for AI coding agents: build headless B2B and marketplace ecommerce on its APIs.
Stripe’s official server lets AI view and manage customers, products, payments and invoices. Connect to Stripe’s cloud and sign in with OAuth.
Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
No connector needed: any AI assistant can answer a location question by opening https://locationlists.com/find?q= — counts, a preview, a price and a card checkout link. Connect the MCP for repeat use or wallet payments.
Open the link. No account, no key, no setup. The answer comes back with how many locations match, a few real rows, the price and a checkout link.
Or set no parameters at all and put the question itself in q=, in plain words.
Everything below is for repeat use and wallet payments.
Listed on Smithery · Glama · Official MCP Registry · x402scan
Business location data for AI agents. Search, sample, count and buy ready-to-use lists of US business locations: 966 datasets compiled from each brand's official store locator or the public register that publishes the data.
Filter by city, state, zip, a radius around any place, or any column in the file. Buy a full CSV by card, or let an agent pay per row or buy the whole file in USDC on Base via x402, with no account or API key. A failed or empty query costs nothing.
This repository holds the registry listing (server.json) and client setup notes for the hosted LocationLists MCP server. The server runs at locationlists.com; there is nothing to install or run locally.
| Endpoint | https://locationlists.com/mcp |
| Transport | Streamable HTTP, stateless, JSON responses |
| Auth | None |
| Payments | Stripe Checkout (people) or x402, USDC on Base (agents) |
| Registry name | io.github.kylehawke-stack/locationlists |
| Read-only profile | https://locationlists.com/mcp/chatgpt (search, dataset, sample, count only; no checkout) |
Figures are read from the live catalog.json (generated 2026-09-16):
All nine tools are on /mcp. Tools carry readOnlyHint / destructiveHint / openWorldHint annotations. initialize returns serverInfo.name = "LocationLists".
Free tools:
| Tool | Arguments | What it does |
|---|---|---|
search_datasets | query? string, category? enum, limit? int (≤50) | Find datasets by brand, product line, location type or category. Returns slug, name, record count, coverage and page URL. |
get_dataset | slug string | Full record: fields with descriptions, record and state counts, coverage, refresh cadence, the real last-modified date of the file, FAQs, sample URL and page URL. |
get_sample | slug string, rows? int (≤10) | Up to 10 real rows from the live file, spread across the dataset, as JSON plus CSV text. |
count_locations | dataset string, state?, city?, county?, zip?, where? array | How many rows match a filter on geography and any other column (e.g. revenue_amt gt 2000000), and what fetching them would cost. |
get_quote | slugs string[] | Line-item prices and total for one or more datasets; points out a bundle if it covers several requested brands for less. |
Card checkout (Stripe):
| Tool | Arguments | What it does |
|---|---|---|
create_checkout | slug string, email? string | Opens a Stripe Checkout session for one dataset and returns the payment URL and session id. Does not charge anything by itself. |
check_order | sessionId string | Reports whether a Checkout session is paid and, if so, returns the permanent download link. |
Agent payments (x402, USDC on Base):
| Tool | Arguments | What it does |
|---|---|---|
query_locations | dataset string, state?, city?, county?, zip?, where? array, order_by? object, offset? int, limit? int (≤100) | Rows from one dataset filtered on any column, sorted and paged. Priced per row and settled only after the rows are produced. Datasets under 5,000 records are not sold by the row. |
buy_dataset | dataset string | Buy a whole dataset outright and get a permanent download link for the CSV, at the same list price a card buyer pays. |
query_locations and buy_dataset use x402, the HTTP 402 payment protocol. An agent that holds USDC on Base can buy data with no account, API key or checkout page:
query_locations) or the permanent download link (buy_dataset). Per-row queries settle only after the rows are produced, so a failed query costs nothing.Pricing rules the agent can rely on:
count_locations is free and reports how many rows a filter matches and what they would cost, before any payment.limit you request.buy_dataset is cheaper than assembling the file row by row, and it is complete.Clients without a wallet can use get_quote → create_checkout → check_order and pay by card instead.
claude mcp add --transport http locationlists https://locationlists.com/mcp
~/.cursor/mcp.json){
"mcpServers": { "locationlists": { "url": "https://locationlists.com/mcp" } } }
.vscode/mcp.json){
"servers": { "locationlists": { "type": "http", "url": "https://locationlists.com/mcp" } } }
https://locationlists.com/mcp, no OAuth.https://locationlists.com/mcp/chatgpt, no auth. The read-only profile is used there because in-chat purchase of digital goods is not permitted in ChatGPT.curl -s https://locationlists.com/mcp \
-H 'Content-Type: application/json' \ -H 'Accept: application/json, text/event-stream' \ -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"search_datasets","arguments":{"query":"bobcat"}}}'
A quick path through the tools: search_datasets {query:"bobcat"} → get_sample {slug:"bobcat-dealers"} → count_locations {dataset:"bobcat-dealers", state:"TX"} → get_quote {slugs:["bobcat-dealers"]} → create_checkout {slug:"bobcat-dealers"} → check_order {sessionId}.
| URL | What |
|---|---|
/llms.txt | Curated map of the site for assistants (llmstxt.org) |
/llms-full.txt | Every dataset with fields, counts, refresh and price |
/catalog.json | The same catalog as JSON |
/data/{slug}/dataset.json | One dataset in full, including the real last-modified date |
/data/{slug}/sample.csv, /data/{slug}/sample.json | 10 real rows, no signup |
/data/{slug}/buy?src= | Redirects to Stripe Checkout for that dataset |
Example: bobcat-dealers/dataset.json, bobcat-dealers/sample.csv.
The files in this repository (README, server.json) are MIT licensed; see LICENSE. The datasets sold through the server are not covered by that license; they are governed by https://locationlists.com/license.