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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…

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Amazon
System Prompt Original link: no public source found
01

What this Skill does

Design an auditable SP-API operations agent for inventory, pricing, orders, and listings without giving a model unrestricted seller access. This workflow combines sensitive credentials, rate limits, financial decisions, and live marketplace writes. It is suitable only for teams that can own IAM, testing, audit logs, approvals, and incident recovery.

02

What makes it different

01

Creates listing and search-content fields together

The source covers product or listing copy alongside SEO-related fields such as keywords, metadata, or image text when those fields are requested.

02

Uses inventory signals for operating decisions

The source works with stock, demand, or reorder information to identify what should be replenished, monitored, or investigated.

03

No installation needed

Copy and paste into a model chat
  1. Expand and copy the complete original Skill.md below.
  2. Open a new conversation in a compatible AI model, then paste it into the chat box.
  3. Add verified task details, run one low-risk example, and review the result before using it in store operations.
04

Original Skill.md

The complete source is shown below. Copy it from the top right to use it.

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
05

Get started

Starter prompts for the main use cases—copy and use them directly.

01

Prove authentication with read-only calls

Validate token refresh, marketplace scope, rate-limit handling, and structured logging without changing seller data. Use this when every call is attributable and no write role is enabled.

Show prompt and variablesHide prompt and variables
Use the Skill above to help me with this task: Prove authentication with read-only calls.

Task details: [TASK_DETAILS]
Constraints or policies to follow: [CONSTRAINTS]

Validate token refresh, marketplace scope, rate-limit handling, and structured logging without changing seller data.

Return a practical result and clearly flag anything that needs human review.

Replace these variables

[TASK_DETAILS]
The facts, context, or source material for this task.
[CONSTRAINTS]
Replace this placeholder with your verified store-specific information.
02

Normalize and validate data

Map ASIN, SKU, marketplace, currency, quantity, and timestamps; reject missing, stale, or cross-market records. Use this when invalid input stops before an API write.

Show prompt and variablesHide prompt and variables
Use the Skill above to help me with this task: Normalize and validate data.

Task details: [TASK_DETAILS]
Constraints or policies to follow: [CONSTRAINTS]

Map ASIN, SKU, marketplace, currency, quantity, and timestamps; reject missing, stale, or cross-market records.

Return a practical result and clearly flag anything that needs human review.

Replace these variables

[TASK_DETAILS]
The facts, context, or source material for this task.
[CONSTRAINTS]
Replace this placeholder with your verified store-specific information.
03

Build deterministic guardrails

Enforce price floors, quantity limits, idempotency, approval states, retry budgets, and reconciliation jobs outside the model. Use this when the model cannot override a financial or inventory constraint.

Show prompt and variablesHide prompt and variables
Use the Skill above to help me with this task: Build deterministic guardrails.

Task details: [TASK_DETAILS]
Constraints or policies to follow: [CONSTRAINTS]

Enforce price floors, quantity limits, idempotency, approval states, retry budgets, and reconciliation jobs outside the model.

Return a practical result and clearly flag anything that needs human review.

Replace these variables

[TASK_DETAILS]
The facts, context, or source material for this task.
[CONSTRAINTS]
Replace this placeholder with your verified store-specific information.
04

Test one write type in isolation

Use a sandbox or controlled listing, then verify the API response and the resulting Seller Central state. Use this when the expected state and the actual marketplace state match.

Show prompt and variablesHide prompt and variables
Use the Skill above to help me with this task: Test one write type in isolation.

Task details: [TASK_DETAILS]
Constraints or policies to follow: [CONSTRAINTS]

Use a sandbox or controlled listing, then verify the API response and the resulting Seller Central state.

Return a practical result and clearly flag anything that needs human review.

Replace these variables

[TASK_DETAILS]
The facts, context, or source material for this task.
[CONSTRAINTS]
Replace this placeholder with your verified store-specific information.
06

Risks and operating notes

A chat instruction does not update inventory

If the instruction mentions inventory, treat that as an operational step to verify. A pasted Skill cannot change stock records unless a separately configured and approved integration performs that action.

Keep claims tied to verified product facts

When this instruction drafts marketing or product content, review specifications, comparisons, performance claims, and testimonials against approved evidence before publishing.

Verify commercial terms before acting

Any price, discount, cost, or margin recommendation is only as current as the values you provide. Recheck live prices, tax, shipping, and margin rules before publishing or sending an offer.

Community rating results

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Task effectiveness
Setup and ease of use
Reliability and guardrails
Documentation clarity
Time to first useful result
Author / maintainer

Network-collected; original author unavailable.

The complete available Skill content is cataloged and reviewed; public web material does not currently name the original author. Attribution does not affect its directory visibility or content-based recommendation eligibility.

Risk, permissions, and limitations

Review third-party permission scopes before providing store data. Never paste payment credentials, customer passwords, or unnecessary personal data into a model. Outputs must be checked by the operator responsible for the workflow.

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