Support and operations teams answer the same Shopify questions dozens of times daily. Ecommerce Stack MCP exposes orders, fulfillments, and inventory primitives as MCP tools.
Setup
Connect Shopify in Dashboard → Accounts. Select the storefronts to expose. Generate an API key — read-only is sufficient for lookup workflows.
Add the ecommerce MCP endpoint to Claude Desktop or ChatGPT.
Support Prompts
> "Status of order #10482 including tracking and refund history"
> "Orders stuck in unfulfilled state more than 48 hours for SKU BLUE-TEE"
> "Summarize return rate by product collection last 30 days"
Write Operations
Refunds, cancellation, and inventory adjustments are available on write-enabled keys. Treat them like ad budget writes: conservative permissions, audit review, and security policies.
Inventory Coordination
Ops teams pair order lookups with inventory AI alerts for low-stock prevention.
CRM Alignment
When high-value orders correlate with sales conversations, connect CRM MCP alongside ecommerce for a single client context in agency workspaces.