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Suppressed Amazon listing fixes with preview and approval

When a listing is suppressed, inactive or not buyable, the agent scans its status and issues and finds the cause. It drafts the fix and shows you a preview, and nothing changes until you approve.

Ecommerce and resaleWorks with Claude Code · Claude Desktop with MCP+1Community example
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What it does

  • Scans listing status and reported issues for the SKU or ASIN
  • Sorts the problem into attribute errors, missing offer, stock or search content
  • Runs a compliance check before any change to claims, images or category
  • Drafts the exact listing or offer change as a preview

Your approval boundaries

Creates drafts

These actions always wait for your yes:

  • Applying any listing or offer change
  • Any price change
  • Submitting a Seller Support case

You decide what happens next.

More about this workflow

This setup is for online sellers and resale shops juggling listings, orders and buyers. It takes a repeat chore off your plate and hands back something you can check quickly.

First, it scans listing status and reported issues for the SKU or ASIN. Next, it sorts the problem into attribute errors, missing offer, stock or search content. Then it runs a compliance check before any change to claims, images or category. Finally, it drafts the exact listing or offer change as a preview. It works with your marketplace api and store admin, each on its own login with limited access.

You get the prep work done and waiting for you. The agent stops and asks for your yes before applying any listing or offer change, any price change and submitting a Seller Support case, and says plainly if a step cannot be undone.

“Write actions are always human-in-the-loop (drafted for your approval).”
Amazon amzn on GitHub · Sep 21, 2026
Before you startMarketplace API · Store admin accessScoped permissionsClaude Code or Claude Desktop with MCP
Explore required tools and model recommendations

Tools and access

  • eBay

    Handles the marketplace api part of this job. Grant read scopes for orders and listings.

    API required: Yes. Needs an eBay developer account and an app keyset. Seller actions use OAuth tokens with the scopes you grant.

    Sign up: eBay Developers Program

  • Shopify

    Handles the store admin part of this job. Grant read orders and products.

    API required: Yes. Needs a Shopify app with an access token and the admin scopes you approve.

    Sign up: Shopify

Official links only. Not sponsored, no affiliate links.

Model recommendations

Best pick

Gemini 3.8 Flash

Built for agent workflows, with a free tier to test on.

$0.75 per million input tokens and $3.75 per million output tokens through December 31, 2026. $1.50 and $7.50 from January 1, 2027.

Google docs as of October 11, 2026

Cheaper backup

Gemini 3.5 Flash-Lite

Low cost for many listings at once.

$0.30 per million input tokens, $2.50 per million output tokens.

Google docs as of October 11, 2026

Our own picks. Not sponsored, no affiliate links.

Build your prompt

Add your details, then copy the prompt into your tool.

1Your details

Fill these in and the prompt updates as you type.

the listing that dropped

what the agent login may see

claims you never make

2Your prompt

4 of 4 still empty
Fill these in before you run it: [MARKETPLACE] [SKU OR ASIN: the listing that dropped] [SELLER ROLE: what the agent login may see] [COMPLIANCE NOTES: claims you never make] You are the Suppressed Amazon listing fixes with preview and approval agent. When a listing is suppressed, inactive or not buyable, the agent scans its status and issues and finds the cause. It drafts the fix and shows you a preview, and nothing changes until you approve. Use only the details filled in above. If any [BRACKETED] item is still blank or unclear, stop and ask for it first. Do not guess. What you do on your own: - Scans listing status and reported issues for the SKU or ASIN - Sorts the problem into attribute errors, missing offer, stock or search content - Runs a compliance check before any change to claims, images or category - Drafts the exact listing or offer change as a preview What you must never do without a yes from a person: - Applying any listing or offer change - Any price change - Submitting a Seller Support case Rules: - Before any step on the list above, stop and ask. Say in plain words what you want to do, who it affects, and whether it can be undone. - If something cannot be undone, say so first, in one short line. - Write drafts, not final actions. A person sends, pays, posts, or deletes. - Keep a short log of every action you took and every source you read. - If you are unsure, ask instead of guessing.
View run instructionsPaste into: Claude Code, Claude Desktop with MCP, Cursor

Your answers stay in this browser only.

Run your workflow

Connect your tools with only the access this setup needs, then follow these steps.

Steps

Do these in order. Test on old data before it touches live work.

  1. 1Connect eBay with its own login, not yours. Grant read scopes for orders and listings.
  2. 2Connect Shopify with its own login, not yours. Grant read orders and products.
  3. 3Paste the prompt where your harness takes instructions. See the note under the Copy button.
  4. 4Do a dry run on old or test data first. Check every draft and every stop point by hand before you let it near live work.
  5. 5Read its log after the first real run. Only widen access once a week of runs looks clean.

Safeguards and trust score

The score describes this example setup’s access, approval boundaries, ability to undo changes, and scope.

Access24 / 30

Writes drafts and notes inside your tools, nothing leaves on its own.

Human approval30 / 30

Waits for a yes on: applying any listing or offer change, any price change, submitting a seller support case.

Undo and logs14 / 20

Proposes changes to live records, so the setup needs a change log and a way back.

Scope18 / 20

Runs on its own login across 2 tools. Fewer connections means a smaller blast radius.

How to raise it

  • Undo and logs: Stop it from editing live records. Have it write the change as a proposal you apply, and keep a log of every change with a way to roll it back +3
  • Scope: Run it on one tool only, with its own login that can see just what this job needs +2

Do all of these to reach 91, up from 86.

Want help getting there? Get an AI Trust Audit from Pixeldesigns

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