Write or explain **Admin GraphQL** queries and mutations for apps and integrations that extend the Shopify admin. Use when the user wants to **understand, design, or generate** the operation itself—even before deciding how to run it. Do **not** choose `admin` first for **app or extension config validation** —use **`use-shopify-cli`**. Do **not** choose `admin` first to **execute** Admin GraphQL **now via Shopify CLI** or for CLI setup/troubleshooting on store workflows—use **`use-shopify-cli`** (store auth/execute, handle/SKU/location lookups, inventory changes).
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Low-risk findings worth noting
Low
Low-risk findings.
1 low severity finding. Worth noting, but not necessarily harmful.
The skill fetches instructions or code from an external URL at runtime, and the fetched content directly controls the agent’s prompts or executes code. This dynamic dependency allows the external source to modify the agent’s behavior without any changes to the skill itself.
The skill mandates running scripts/search_docs.mjs and scripts/validate.mjs at runtime and scripts/search_docs.mjs performs POSTs to the Shopify developer site (base URL "https://shopify.dev/" as well as "https://shopify-dev.shop.dev/" and the staging template "https://shopify-dev-staging${serverNumber}.shopifycloud.com/"), so external content from those URLs is fetched at runtime and directly influences the assistant's prompts/results.
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