AI E-commerce Automation: Shopify, Stripe & Inventory Skills

The Five-Stage Order Workflow

The most impactful way to deploy these five skills is as a unified order workflow. Each stage is handled by the appropriate skill, and the agent maintains context across all stages.

Stage 1: Order Received

Shopify MCP captures the incoming order and validates the shipping address against a geocoding API. If the address is undeliverable, the agent sends an automated email to the customer requesting correction before fulfillment begins, avoiding failed deliveries and re-shipping costs.

Stage 2: Process Payment

Stripe MCP confirms the payment intent status. For declined cards, the agent checks whether a retry is appropriate (e.g., insufficient funds) versus a hard decline (e.g., stolen card). It sends a recovery email for retryable failures and flags hard declines for fraud review.

Stage 3: Update Inventory

The Inventory Skill decrements stock counts across all relevant warehouses and checks whether any SKUs have dropped below the reorder threshold. If a reorder is needed, the agent drafts a purchase order and sends it to the supplier contact, then updates the expected restock date in Shopify.

Stage 4: Ship

The agent creates a shipping label through your configured carrier API, updates the Shopify order with the tracking number, and triggers the Shopify fulfillment notification email. For international orders, it generates the customs declaration form with the correct HS codes.

Stage 5: Follow Up

Seven days after delivery, the Customer Support Skill sends a satisfaction survey. Negative responses are escalated immediately to a support agent with full order history context. Positive responses are queued for a review request email, driving organic social proof without manual effort.

Step-by-Step Setup

Step 1: Gather API Credentials

Before configuring the MCP servers, collect the following credentials:

• Shopify Admin API access token (custom app with read/write orders, products, and inventory)
• Stripe restricted API key with read/write on charges, refunds, customers, and subscriptions
• Analytics service credentials (GA4 property ID and service account, or Shopify API token)
• Helpdesk API token (Zendesk, Intercom, or Freshdesk)

Step 2: Configure MCP Servers

{
  "mcpServers": {
    "shopify": {
      "command": "npx",
      "args": ["-y", "shopify-mcp-server"],
      "env": {
        "SHOPIFY_STORE_URL": "yourstore.myshopify.com",
        "SHOPIFY_ACCESS_TOKEN": "$SHOPIFY_ACCESS_TOKEN"
      }
    },
    "stripe": {
      "command": "npx",
      "args": ["-y", "@stripe/mcp"],
      "env": { "STRIPE_SECRET_KEY": "$STRIPE_SECRET_KEY" }
    },
    "inventory": {
      "command": "npx",
      "args": ["-y", "inventory-mcp-server"]
    }
  }
}

Step 3: Verify with Read-Only Queries

• "List the last 5 orders from my Shopify store" — verifies Shopify MCP
• "Show me today\u0027s Stripe revenue total" — verifies Stripe MCP
• "What products are below their reorder threshold?" — verifies Inventory Skill

Use Cases

Payment Failure Recovery

"Find all orders in the last 7 days where payment failed, group by failure reason, and draft recovery emails for the retryable failures with a 10% discount code to incentivize completion." The agent uses Stripe MCP to pull failure data, categorizes the reasons, and drafts personalized emails for each customer segment.

Flash Sale Preparation

"Create a 25% discount on all products in the Summer collection, set it to expire in 48 hours, and flag any items where current inventory is below 10 units so we can exclude them from the promotion." Shopify MCP applies the discount and Inventory Skill checks stock levels in a single workflow.

Monthly Revenue Report

"Compare this month\u0027s revenue, average order value, and refund rate against the same period last year, and identify the top 3 products driving the difference." The Analytics Skill pulls the data and the agent produces an executive summary with actionable recommendations.

Comparison Table

Frequently Asked Questions