Spree Commerce developer docs for AI agents
Spree Commerce docs for AI coding agents: build headless B2B and marketplace ecommerce on its APIs.
Source-dated facts on online shops for AI agents and buyers: returns, shipping, payment, trust.
Pick the AI app you use, then copy the settings.
Passed 2/3 checks · What you ask goes through the maker’s server (api.openshopgraph.com) · ✓ Commands checked Nov 13, 2026
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 · on Team/Enterprise an Owner adds it
CustomizeConnectors
Copy each value into the field with the same name in Claude, then click Continue
OpenShopGraphhttps://api.openshopgraph.com/mcpClick Continue past the sign-in settings Claude detected · under Authentication choose what the maker says (Sign in now, Sign in when needed or No sign in), then click Add
+ConnectorsOpenShopGraph
Use OpenShopGraph and tell me what you can do for me, then show me one thing✓ If Claude says it is using OpenShopGraph or shows a OpenShopGraph 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, depending on your plan
Full MCP: ChatGPT Business, Enterprise or Edu on the web · Pro: connects with read/fetch permissions, so tools that change data may not work · Plus: not confirmed in OpenAI’s docs; if you see an add-custom-MCP option on the Plugins page you can try these steps · web only
Plugins+Add custom MCP server
Enter a name, paste the address under Connection, tick the risk warning and click Create as a plugin
OpenShopGraphhttps://api.openshopgraph.com/mcpStart a new chat and pick OpenShopGraph from your plugins before typing
Use OpenShopGraph and tell me what you can do for me, then show me one thing✓ If ChatGPT says it is using OpenShopGraph or shows a OpenShopGraph 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 --scope user openshopgraph https://api.openshopgraph.com/mcpYou should see OpenShopGraph listed as connected
Use OpenShopGraph and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using OpenShopGraph or shows a OpenShopGraph 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 OpenShopGraph and tell me what you can do for me, then show me one thing✓ If Cursor says it is using OpenShopGraph or shows a OpenShopGraph 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 OpenShopGraph and tell me what you can do for me, then show me one thing✓ If VS Code says it is using OpenShopGraph or shows a OpenShopGraph 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://api.openshopgraph.com/mcpJSON settings are under “For developers” below
Claude Code
claude mcp add --transport http --scope user openshopgraph https://api.openshopgraph.com/mcpCursor (~/.cursor/mcp.json)
{
"mcpServers": {
"openshopgraph": {
"url": "https://api.openshopgraph.com/mcp"
}
}
}VS Code (mcp.json)
{
"servers": {
"openshopgraph": {
"type": "http",
"url": "https://api.openshopgraph.com/mcp"
}
}
}Claude Code
claude mcp add --scope user openshopgraph --env OSG_API_TOKEN=your-value -- npx -y @openshopgraph/mcpClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"openshopgraph": {
"command": "npx",
"args": [
"-y",
"@openshopgraph/mcp"
],
"env": {
"OSG_API_TOKEN": "your-value"
}
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"openshopgraph": {
"command": "npx",
"args": [
"-y",
"@openshopgraph/mcp"
],
"env": {
"OSG_API_TOKEN": "your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"openshopgraph": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@openshopgraph/mcp"
],
"env": {
"OSG_API_TOKEN": "your-value"
}
}
}
}OSG_API_TOKEN secret envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
npm: @openshopgraph/mcpBased 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
Run on your computer in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
Tool names and descriptions exactly as the server reported them on Nov 12, 2026. The maker wrote them, not us; we show them as plain text.
find_shopLook up an online shop the way a user asks about it: by name ("zalando"), domain or pasted URL ("https://www.otto.de/"), a question about a shop ("is zalando legit", "rücksendung otto", "does bergzeit ship to austria"), a misspelled name ("zalandoo") or a shop category in English
list_categoriesList the shop categories OpenShopGraph carries (for example fashion or electronics), to filter the shop search by category. The taxonomy: every category slug currently carried by at least one public shop, together with how many public shops carry it. The taxonomy is flat (no pare
get_shopGet the public profile of one online shop by domain or id (name, canonical domain, country, category) and how many of its policy facts are sourced (`fields_belegt`); the facts on returns, shipping and payment methods are available through the separate policy lookup. Public view.
list_couponsList currently usable, source-dated discount codes for online shops, with verification status and what was withheld and why (an extra next to the shop facts). Optionally filtered by shop_domain (e.g. "otto.de"). A code is withheld from `results` when it is EXPIRED (valid_until ha
get_shop_policiesWhat a shop STATES about its own policies, each fact with the date it was last checked and where it was read: return window in days (returns_days), free return label, tracking offered, payment methods, buyer-protection seal, plus the shipping statement (destinations, stated deliv
get_shipping_policyWhat a shop STATES about its own shipping: which destinations it names, the delivery time it claims, and any free-shipping threshold, plus the date that statement was last checked and where it was read (policy_page or structured_data). This is a shop-level statement, NOT an offer
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 13, 2026
The registry lists no source repo, so we cannot match the publisher (openshopgraph.com) to the code
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 77 ms (HTTP 200)
No sign-in needed
Read 6 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 2 of 3 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.
You need to fill in: OSG_API_TOKEN
Either way works: install it on your computer or connect to the cloud version.
The GitHub repo last changed –, and the latest version (0.1.3) reached the registry 15 days 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 on the web (full MCP on Business and above; Pro read-only).
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.
No README found in the repo