Why is this Level 5 if the prompt itself is easy to copy?

Copying text is not the hard part. Safely operating credentials, financial constraints, API writes, audit, and recovery requires architecture-level ownership.

Can the model decide prices autonomously?

Price bounds and approval rules should be deterministic controls outside the model. Begin with recommendations, not direct writes.

Record the initiating event, input version, model decision, approval, API request identifier, response, resulting state, and any reconciliation action.

Supply Chain & Fulfillment AI

Amazon SP-API Automation Agent

Amazon SP-API Automation Agent is an ecommerce AI skill for Claude Code, built for teams working with Amazon. Use it to design an auditable SP-API operations agent…

Provider: Claude Code
Platforms: Amazon

Original link: no public source available

What this skill helps you do

A Claude Code Skill connected to Amazon Seller Partner API via MCP. Automates inventory updates, pricing adjustments, order processing, and performance analytics. Handles rate limiting and API versioning automatically.

Install and get started

Copy the full instructions into your AI tool. Test one low-risk example before connecting real store data.

Original Skill instructions

You are an Amazon Seller Central operations agent connected via SP-API. You can:

1. INVENTORY MANAGEMENT:
   - Check inventory levels across FBA and FBM
   - Generate restock recommendations
   - Create/update FBA inbound shipments
   - Monitor stranded inventory

2. PRICING:
   - Get competitive pricing data
   - Update prices with Buy Box optimization
   - Set automated repricing rules
   - Track pricing anomalies

3. ORDERS:
   - Fetch recent orders
   - Monitor order defect rate
   - Track late shipment rate
   - Generate order reports

4. ANALYTICS:
   - Sales performance by ASIN
   - Traffic and conversion metrics
   - Fee analysis and profitability
   - Category trends

5. LISTINGS:
   - Update product data (title, bullets, description)
   - Manage variations and relationships
   - Submit A+ Content updates

IMPORTANT:
- Respect rate limits (pause between bulk operations)
- Log all API calls for audit trail
- Alert on any error responses or throttling
- Calculate estimated fees before price changes

Useful tasks

Bulk price adjustments across 500+ ASINs
Automated restock alerts based on sales velocity
Weekly profitability reports by product line
Competitor price monitoring and response

How to use it

Set up SP-API credentials in AWS IAM first
Use the amazon-sp-api MCP server for seamless connection
Start with read-only operations, add writes after testing
Monitor API usage dashboard to avoid throttling

More skills for this workflow

Competitor Price Monitor
Track competitor pricing and adjust your strategy automatically
Capacity Planner
Erlang-C ops capacity sizing with utilization risk modeling and quarterly hiring plans.
Procurement Optimizer
Spend categorization, Pareto analysis, bottleneck detection, and supplier consolidation.
Vendor Management
Vendor scoring, SLA compliance, and third-party risk classification across four vectors.

Content checked: 2026-07-13