Agent skill

Shopify Admin Product Data Completeness Score

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

Read-only: scores each product on data completeness across description, images, SEO, weight, barcode, cost, and metafields.

MITAuto-check passedEducation

Install Shopify Admin Product Data Completeness Score

skills CLI
$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-product-data-completeness-score -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-data-completeness-score --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-data-completeness-score .claude/skills/shopify-admin-product-data-completeness-score && 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-data-completeness-score
GitHub stars
194
Token cost
~1.4k tokens
SKILL.md length
378 words
Files
1
Skills in repo
116
Repo updated
First seen
Licence
MIT

At a glance

Read-only: scores each product on data completeness across description, images, SEO, weight, barcode, cost, and metafields.

  • Works in 2 steps: OPERATION: products — query → Score each product per rubric; rank…
  • Education work in your project
  • SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 7 more sections
  • Calls shopify

What it does

Shopify Admin Product Data Completeness Score is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: scores each product on data completeness across description, images, SEO, weight, barcode, cost, and metafields.

Its SKILL.md is about 1.4k 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 Education. 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

  • Education work in your project

Example prompts

  • “/shopify-admin-product-data-completeness-score”

Requirements

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

Workflow steps

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

  1. OPERATION: products — query
  2. Score each product per rubric; rank ascending by score

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 Data Completeness Score loads about 1.4k tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 378 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~42
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

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). 378 words, ~1,370 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-product-data-completeness-score/SKILL.md (or your agent's skills folder).
name
shopify-admin-product-data-completeness-score
description
Read-only: scores each product on data completeness across description, images, SEO, weight, barcode, cost, and metafields.
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

Calculates a data completeness score (0–100) for each active product based on the presence of key fields: description, images, SEO title, SEO description, variant weight, barcode, cost, and specified metafields. Produces a ranked list of products needing the most data work. Read-only — no mutations. Catalog health report in a single pass.

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)
status_filterstringnoactiveProduct status to score: active, draft, or all
required_metafieldsarrayno[]List of namespace.key metafields that are required (e.g., ["custom.material"])
formatstringnohumanOutput format: human or json

Safety

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

Scoring Rubric

FieldPoints
Description present (non-empty)15
At least 1 image15
SEO title present10
SEO description present10
At least 1 variant with barcode10
At least 1 variant with cost10
At least 1 variant with weight10
All required metafields present20 (split evenly)
Total100

Workflow Steps

  1. OPERATION: products — query Inputs: query: "status:<status_filter>", first: 250, select all completeness fields, pagination cursor Expected output: Products with all scored fields; paginate until hasNextPage: false

  2. Score each product per rubric; rank ascending by score

GraphQL Operations

graphql
# products:query — validated against api_version 2025-01
query ProductCompleteness($query: String!, $after: String) {
  products(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        title
        handle
        descriptionHtml
        images(first: 1) {
          edges {
            node {
              id
            }
          }
        }
        seo {
          title
          description
        }
        variants(first: 10) {
          edges {
            node {
              id
              barcode
              weight
              inventoryItem {
                unitCost {
                  amount
                }
              }
            }
          }
        }
        metafields(first: 20) {
          edges {
            node {
              namespace
              key
              value
            }
          }
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}
Show full SKILL.md (160 more words)Show less

Session Tracking

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

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Product Data Completeness Score      ║
║  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 DATA COMPLETENESS REPORT
  Products scored:  <n>
  Avg score:        <pct>/100
  Score < 50:       <n> products (need urgent attention)
  Score 50–79:      <n> products
  Score ≥ 80:       <n> products

  Lowest scoring products:
    "<title>"  Score: <n>/100  Missing: description, SEO title
  Output: completeness_<date>.csv
══════════════════════════════════════════════

For format: json, emit:

json
{
  "skill": "product-data-completeness-score",
  "store": "<domain>",
  "products_scored": 0,
  "avg_score": 0,
  "below_50_count": 0,
  "output_file": "completeness_<date>.csv"
}

Output Format

CSV file completeness_<YYYY-MM-DD>.csv with columns: product_id, title, score, has_description, image_count, has_seo_title, has_seo_description, has_barcode, has_cost, has_weight, missing_metafields

Error Handling

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

Best Practices

  • Use this skill as a pre-launch gate — run before activating DRAFT products to ensure all required fields are filled.
  • Tune required_metafields to your store's specific needs (e.g., custom.material for apparel, custom.ingredients for food).
  • A score below 50 typically means a product is missing foundational content (description or images) and should be deprioritized from launch until fixed.
  • Run monthly to track catalog quality trends over time; improvements after a content sprint should be visible in the average score.

© 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-data-completeness-score of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Product Data Completeness Score 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 Data Completeness Score compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Shopify Admin Product Data Completeness Score this skill40RTY-ai/shopify-admin-skills194—~1.4kAutomated safety check: PassMIT
Shopify Review Triagesickn33/agentic-awesome-skills47k1 repos~5.8kAutomated safety check: PassMIT
Shopify Review Triagegithub/awesome-copilot40k—~4.2kAutomated safety check: PassMIT
DeepTutor CLIHKUDS/DeepTutor41k—~2.8kAutomated safety check: PassApache-2.0
AI Engineering Placement Quizrohitg00/ai-engineering-from-scratch66k—~2kAutomated safety check: PassMIT
Deep Reading Analystginobefun/deep-reading-analyst-skill3544 repos~3.6kAutomated safety check: PassMIT

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Works with

Categories

Questions about Shopify Admin Product Data Completeness Score

What does Shopify Admin Product Data Completeness Score do?

Read-only: scores each product on data completeness across description, images, SEO, weight, barcode, cost, and metafields. Shopify Admin Product Data Completeness Score is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: scores each product on data completeness across description, images, SEO, weight, barcode, cost, and metafields.

When should I use Shopify Admin Product Data Completeness Score?

Shopify Admin Product Data Completeness Score fits situations like: education work in your project.

How do I install Shopify Admin Product Data Completeness Score in Claude Code?

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

How do I install Shopify Admin Product Data Completeness Score in Codex?

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

Can I use Shopify Admin Product Data Completeness Score 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-data-completeness-score -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-data-completeness-score, .gemini/skills/shopify-admin-product-data-completeness-score, .github/skills/shopify-admin-product-data-completeness-score and .opencode/skills/shopify-admin-product-data-completeness-score in your project.

What does Shopify Admin Product Data Completeness Score need to run?

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

Does Shopify Admin Product Data Completeness Score 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 Data Completeness Score 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 Data Completeness Score use?

Shopify Admin Product Data Completeness Score 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 Data Completeness Score use?

About 1.4k tokens (SKILL.md is roughly 5.5k 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 Data Completeness Score?

Skills that share tags, products or a category with Shopify Admin Product Data Completeness Score: Shopify Review Triage (sickn33/agentic-awesome-skills, 47k stars), Shopify Review Triage (github/awesome-copilot, 40k stars), DeepTutor CLI (HKUDS/DeepTutor, 41k stars) and AI Engineering Placement Quiz (rohitg00/ai-engineering-from-scratch, 66k 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 Data Completeness Score?

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.