What If Your AI Could See Inside Your Shopify Store?
Imagine typing: *"Show me all orders over ₹3,000 that shipped more than 5 days ago and haven't been delivered yet"* — and getting an instant, accurate answer. No pivot tables. No CSV exports. No Shopify admin tab-switching.
That's what a Shopify MCP server makes possible. MCP (Model Context Protocol) is the open standard by Anthropic that lets AI tools connect to live data sources and APIs. In a previous post, we covered MCP for code editors. Today we're going deep on building MCP specifically for Shopify — so your AI assistant becomes a genuine store management co-pilot.
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Why a Shopify MCP Server Is Different
The general MCP guide covers database connectors and API integrations. A Shopify MCP server is specifically designed to:
- Query the Shopify Admin API (GraphQL + REST) in real time
- Understand commerce-specific context — what's an order vs. a draft order, what's a variant vs. a product, how inventory is tracked across locations
- Take commerce actions — fulfill orders, update inventory, create discount codes, respond to customer queries
- Respect Shopify's rate limits — the Shopify API has call limits; your MCP server needs to handle them gracefully
What Your Shopify MCP Server Can Do
Here are the tools you'll build:
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Product Tools
- get_product(id or handle) — fetch full product details, variants, images, metafields
- search_products(query, filters) — find products by title, vendor, tag, price range
- update_product_description(id, content) — update copy directly from Claude
- list_low_stock_products(threshold) — find products running low
Order Tools
- get_order(id or order_number) — full order details including line items, shipping, customer
- search_orders(filters) — filter by status, date, value, customer
- fulfill_order(id, tracking) — mark an order as fulfilled with tracking info
- list_unfulfilled_orders(days_old) — surface orders waiting on action
Customer Tools
- get_customer(id or email) — full customer profile including order history and LTV
- search_customers(query) — find customers by name, email, tags
- tag_customer(id, tags) — add segmentation tags
- get_customer_orders(customer_id) — full order history for a customer
Inventory Tools
- get_inventory_level(variant_id, location_id) — check stock at a specific location
- adjust_inventory(variant_id, adjustment) — manually adjust stock levels
- list_locations() — get all warehouse/fulfillment locations
Analytics Tools
- get_sales_summary(date_range) — revenue, orders, AOV for a time period
- get_top_products(period, limit) — best sellers by revenue or units
- get_customer_segments() — breakdown of new vs. returning customers
Building the Shopify MCP Server: Step by Step
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Prerequisites
- Node.js 18+
- A Shopify store with Admin API access
- A Custom App in your Shopify admin with the right API scopes
Step 1: Create Your Shopify Custom App
In your Shopify admin: 1. Go to Settings → Apps and sales channels → Develop apps 2. Create a new app (name it "MCP Server" or similar) 3. Under Configuration, grant these API scopes: - `read_products`, `write_products` - `read_orders`, `write_orders` - `read_customers`, `write_customers` - `read_inventory`, `write_inventory` - `read_analytics` 4. Install the app on your store and copy the Admin API access token
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Step 2: Project Setup
Create a new Node.js project and install dependencies:
- `@modelcontextprotocol/sdk` — the MCP SDK
- `@shopify/shopify-api` — Shopify's official Node.js client
- `dotenv` — for environment variable management
- `SHOPIFY_SHOP` — your myshopify.com domain (e.g., `your-store.myshopify.com`)
- `SHOPIFY_ACCESS_TOKEN` — the token from Step 1
- `SHOPIFY_API_VERSION` — use the latest stable version (e.g., `2025-01`)
Step 3: Initialize the MCP Server
Create your main server file (`server.ts`). Initialize: 1. The Shopify API client with your shop URL, access token, and API version 2. The MCP Server instance with a name like "shopify-store" and version "1.0.0" 3. The StdioServerTransport for local communication
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Step 4: Implement Product Tools
Here's how to structure a product search tool: Tool definition:
- Name: `search_products`
- Description: "Search Shopify products by title, vendor, product type, or tags. Returns product ID, title, handle, status, variants with prices and inventory, and tags."
- Input schema: query (string, required), limit (number, optional, default 10), status (enum: active/draft/archived, optional)
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Step 5: Implement Order Tools
Tool: search_orders- Filters: financial_status (paid/pending/refunded), fulfillment_status (fulfilled/unfulfilled/partial), created_at range, min_price
- Returns: order number, customer name, total price, line items, fulfillment status, created date
- Input: order_id, tracking_number, tracking_company, notify_customer (boolean)
- Action: Creates a fulfillment via the Shopify Fulfillment API
- Returns: confirmation with fulfillment ID and status
Step 6: Connect to Claude Code
Add to your `.claude/settings.json` (or global Claude Code settings):
```json { "mcpServers": { "shopify-store": { "command": "node", "args": ["/path/to/your/shopify-mcp-server/dist/server.js"], "env": { "SHOPIFY_SHOP": "your-store.myshopify.com", "SHOPIFY_ACCESS_TOKEN": "your_token_here", "SHOPIFY_API_VERSION": "2025-01" } } } } ```
Restart Claude Code. You'll see "shopify-store" appear in the connected tools list.
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Real-World Usage Examples
Once connected, here's what you can do with natural language: Inventory Management: > "List all products with less than 5 units in stock, sorted by recent sales velocity" Order Operations: > "Show me all unfulfilled orders from the last 48 hours. For each one, tell me if the customer has ordered before." Customer Intelligence: > "Find customers who've spent more than ₹15,000 total but haven't ordered in 60+ days. Give me their emails." Analytics: > "Compare this week's sales to last week. Which products drove the difference?" Bulk Operations: > "Update the description of all products tagged 'summer-2024' to add a 'Now on Sale' note at the top."
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Security Considerations
Your Shopify MCP server has admin-level access to your store. Take these precautions:
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Token Security
- Never commit your `SHOPIFY_ACCESS_TOKEN` to git — use `.env` files and `.gitignore`
- Rotate tokens periodically
- Use the minimum API scopes required for your use case
Read vs. Write Operations
- Mark destructive tools clearly in their descriptions
- Add confirmation prompts for irreversible actions (order cancellation, bulk price changes)
- Consider a "dry run" mode for bulk operations
Rate Limiting
Shopify has API rate limits (typically 40 requests/second for REST, cost-based for GraphQL). Your MCP server should:- Implement exponential backoff on 429 responses
- Cache frequently-requested data (product catalogue, shop settings)
- Batch requests where the API supports it
Multi-Store Setup
If you manage multiple Shopify stores (common for Shopify Partners and agencies), you can run multiple MCP server instances:
```json { "mcpServers": { "store-client-a": { "command": "node", "args": ["/path/to/shopify-mcp/dist/server.js"], "env": { "SHOPIFY_SHOP": "client-a.myshopify.com", ... } }, "store-client-b": { "command": "node", "args": ["/path/to/shopify-mcp/dist/server.js"], "env": { "SHOPIFY_SHOP": "client-b.myshopify.com", ... } } } } ```
Claude will know which store is which and can work across all of them in a single conversation.
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What This Unlocks for Your Business
A Shopify MCP server transforms how you manage your store:
| Without MCP | With MCP | |---|---| | Log into Shopify admin, navigate to orders, filter, export | Ask Claude: "Show unfulfilled orders from yesterday" | | Pull analytics report, copy to spreadsheet, analyze | Ask Claude: "What's my conversion rate trend this month?" | | Manually find and tag customers | Ask Claude: "Tag all customers who bought X but not Y" | | Write descriptions one by one | Ask Claude: "Update descriptions for all draft products" |
This is especially powerful for agencies managing multiple client stores and for solo operators who want to move faster without hiring a VA. Want ANF STUDIO to build a custom Shopify MCP server for your store or agency? Let's build it.
