Agent skill

Shopify Admin Product Image Audit

by 40RTY-ai in 40RTY-ai/shopify-admin-skills

Read-only: flags products and variants with missing images or fewer than a minimum number of images.

MITAuto-check passedBackend & APIs

Install Shopify Admin Product Image Audit

skills CLI
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-product-image-audit -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-product-image-audit --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/merchandising/shopify-admin-product-image-audit .claude/skills/shopify-admin-product-image-audit && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
shopify-admin-product-image-audit
GitHub stars
194
Token cost
~1.2k tokens
SKILL.md length
318 words
Files
1
Skills in repo
116
Repo updated
First seen
Licence
MIT

At a glance

Read-only: flags products and variants with missing images or fewer than a minimum number of images.

  • Works in 3 steps: OPERATION: products — query → Flag products: images.count < min_images… → If check_variants: flag variants where…
  • Backend & APIs work in your project
  • SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 6 more sections
  • Calls shopify

What it does

Shopify Admin Product Image Audit is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: flags products and variants with missing images or fewer than a minimum number of images.

Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Claude Code, Cursor, Codex, Gemini CLI

It sits in Backend & APIs. It works with Shopify. The repository describes itself as: Community-maintained AI agent skills for operating Shopify stores — workflows, optimization, reports and more. The licence is MIT.

When your agent uses it

  • Backend & APIs work in your project

Example prompts

  • “/shopify-admin-product-image-audit”

Requirements

  • Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. OPERATION: products — query
  2. Flag products: images.count < min_images OR images.count == 0
  3. If check_variants: flag variants where image is null

What it can do on your machine

Read from SKILL.md and the folder at commit 6765cb4. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • shopify

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

  • Compatibility

    Claude Code, Cursor, Codex, Gemini CLI

    From compatibility in the SKILL.md frontmatter.

Context cost

Shopify Admin Product Image Audit loads about 1.2k tokens when it runs. Until then it costs about 34 tokens; SKILL.md has 318 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~34
When it runs · the whole SKILL.md, loaded when a task matches
~1.2k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from 40RTY-ai/shopify-admin-skills at commit 6765cb4, republished under its MIT licence (© 40RTY-ai). 318 words, ~1,176 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-product-image-audit/SKILL.md (or your agent's skills folder).
name
shopify-admin-product-image-audit
description
Read-only: flags products and variants with missing images or fewer than a minimum number of images.
compatibility
Claude Code, Cursor, Codex, Gemini CLI
role
merchandising
toolkit
shopify-admin, shopify-admin-execution
api_version
2025-01
graphql_operations
products:query
status
stable

Purpose

Scans all active products and their variants for missing or insufficient images. Flags products with zero images, variants with no assigned image, and products below a minimum image count threshold. Read-only — no mutations.

Prerequisites

  • Authenticated Shopify CLI session: shopify store auth --store <domain> --scopes read_products
  • API scopes: read_products

Parameters

ParameterTypeRequiredDefaultDescription
storestringyes—Store domain (e.g., mystore.myshopify.com)
min_imagesintegerno1Flag products with fewer than this many images
check_variantsboolnotrueAlso flag variants with no assigned image
status_filterstringnoactiveProduct status to scan: active, draft, or all
formatstringnohumanOutput format: human or json

Safety

ℹ️ Read-only skill — no mutations are executed. Safe to run at any time.

Workflow Steps

  1. OPERATION: products — query Inputs: query: "status:<status_filter>", first: 250, select images, variants { image }, pagination cursor Expected output: Products with image counts and variant image assignments; paginate until hasNextPage: false

  2. Flag products: images.count < min_images OR images.count == 0

  3. If check_variants: flag variants where image is null

GraphQL Operations

graphql
# products:query — validated against api_version 2025-01
query ProductImageAudit($query: String!, $after: String) {
  products(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        title
        handle
        status
        images(first: 10) {
          edges {
            node {
              id
              url
              altText
            }
          }
        }
        variants(first: 50) {
          edges {
            node {
              id
              title
              sku
              image {
                id
                url
              }
            }
          }
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}

Session Tracking

Claude MUST emit the following output at each stage. This is mandatory.

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Product Image Audit                  ║
║  Store: <store domain>                       ║
║  Started: <YYYY-MM-DD HH:MM UTC>             ║
╚══════════════════════════════════════════════╝

After each step, emit:

[N/TOTAL] <QUERY|MUTATION>  <OperationName>
          → Params: <brief summary of key inputs>
          → Result: <count or outcome>

On completion, emit:

For format: human (default):

══════════════════════════════════════════════
PRODUCT IMAGE AUDIT
  Products scanned:           <n>
  Missing all images:         <n>
  Below min (<min_images>):   <n>
  Variants missing image:     <n>

  Products needing images:
    "<title>" — 0 images
    "<title>" — 1 image (below min <n>)
  Output: image_audit_<date>.csv
══════════════════════════════════════════════

For format: json, emit:

json
{
  "skill": "product-image-audit",
  "store": "<domain>",
  "min_images": 1,
  "products_scanned": 0,
  "missing_all_images": 0,
  "below_minimum": 0,
  "variants_missing_image": 0,
  "output_file": "image_audit_<date>.csv"
}

Output Format

CSV file image_audit_<YYYY-MM-DD>.csv with columns: product_id, product_title, handle, image_count, issue, variant_id, variant_sku, variant_has_image

Error Handling

ErrorCauseRecovery
THROTTLEDAPI rate limit exceededWait 2 seconds, retry up to 3 times
No products match filterEmpty catalog or wrong status filterExit with 0 results

Best Practices

  • Products with zero images cannot be sold on most sales channels (Google Shopping, Meta, etc.) — prioritize these as urgent.
  • For apparel or products with color/size variants, set min_images: 3 to ensure at least one front, back, and lifestyle shot per product.
  • Run after bulk product imports to catch images that failed to upload in the import batch.
  • Pair with product-data-completeness-score for a single comprehensive catalog quality report.

© 40RTY-ai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/merchandising/shopify-admin-product-image-audit of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Product Image Audit next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Shopify Admin Product Image Audit compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Shopify Admin Product Image Audit this skill40RTY-ai/shopify-admin-skills194—~1.2kAutomated safety check: PassMIT
ShopifyShopify/Shopify-AI-Toolkit592—~4.2kAutomated safety check: PassMIT
Keypo Shoppingkeypo-us/keypo-cli182—~1.3kAutomated safety check: PassNone
Shopify Developmentdavila7/claude-code-templates33k7 repos~2.2kAutomated safety check: PassMIT
TakeoverPentesterFlow/agent1.4k—~3.3kAutomated safety check: PassApache-2.0
Shopify ExpertJeffallan/claude-skills12k—~1.8kAutomated safety check: PassMIT

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Works with

Categories

Questions about Shopify Admin Product Image Audit

What does Shopify Admin Product Image Audit do?

Read-only: flags products and variants with missing images or fewer than a minimum number of images. Shopify Admin Product Image Audit is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: flags products and variants with missing images or fewer than a minimum number of images.

When should I use Shopify Admin Product Image Audit?

Shopify Admin Product Image Audit fits situations like: backend & APIs work in your project.

How do I install Shopify Admin Product Image Audit in Claude Code?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-product-image-audit -a claude-code`. Or copy the skill folder (skills/merchandising/shopify-admin-product-image-audit in 40RTY-ai/shopify-admin-skills) into .claude/skills/shopify-admin-product-image-audit in your project. Claude Code loads it when a task matches its description.

How do I install Shopify Admin Product Image Audit in Codex?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-product-image-audit -a codex`. Or copy the skill folder (skills/merchandising/shopify-admin-product-image-audit in 40RTY-ai/shopify-admin-skills) into .agents/skills/shopify-admin-product-image-audit in your project. Codex loads it when a task matches its description.

Can I use Shopify Admin Product Image Audit in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-product-image-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/shopify-admin-product-image-audit, .gemini/skills/shopify-admin-product-image-audit, .github/skills/shopify-admin-product-image-audit and .opencode/skills/shopify-admin-product-image-audit in your project.

What does Shopify Admin Product Image Audit need to run?

Going by SKILL.md and its folder, Shopify Admin Product Image Audit needs the command-line tools its instructions call (shopify). Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI.

Does Shopify Admin Product Image Audit access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Shopify Admin Product Image Audit safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Shopify Admin Product Image Audit use?

Shopify Admin Product Image Audit is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Shopify Admin Product Image Audit use?

About 1.2k tokens (SKILL.md is roughly 4.7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Shopify Admin Product Image Audit?

Skills that share tags, products or a category with Shopify Admin Product Image Audit: Shopify (Shopify/Shopify-AI-Toolkit, 592 stars), Keypo Shopping (keypo-us/keypo-cli, 182 stars), Shopify Development (davila7/claude-code-templates, 33k stars) and Takeover (PentesterFlow/agent, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Shopify Admin Product Image Audit?

40RTY-ai (a GitHub organization) maintains it in 40RTY-ai/shopify-admin-skills, which has 194 GitHub stars. The repository holds 116 skills in this directory. The repository was last updated on August 14, 2026.

Source: 40RTY-ai/shopify-admin-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.