A product-checking guide for seeing how products appear in ChatGPT Shopping in the US and Google Shopping in the EU.

Use it to review product visibility, ratings, reviews, sellers, product descriptions, structured data, and feed or store connections.

It helps identify why a product may not appear in shopping results and which product-page or feed details need attention.

shopping — Skill for Claude Code and Codex by ai-search-guru

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool --skill shopping

Clone the repo

git clone --depth 1 https://github.com/ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool/shopping/github.svg)](https://agentmods.dev/skills/ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool/shopping)

Your own site

<a href="https://agentmods.dev/skills/ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool/shopping"><img src="https://agentmods.dev/badge/skills/ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool/shopping/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool/shopping"><img src="https://agentmods.dev/badge/skills/ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool/shopping.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 20 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 522 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00020	$0.00522
Opus 5.5	$0.00008	$0.00209
Sonnet 5.5	$0.00004	$0.00104
Haiku 4.5	$0.00002	$0.00052

Measured yesterday against content hash 871de9eba4ee, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

shopping scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

shopping — 97% identical, 0 lines differ

skills/shopping/SKILL.md · 45 lines

How it starts

The opening of the file, as written. The whole thing — 45 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AI shopping readiness

Check how the brand's products show up in AI shopping results, and what their pages and feed need so ChatGPT Shopping and Google Shopping can show them well.

When to use

"Check our products for AI shopping", "Why doesn't ChatGPT show our product?", "What should we fix in our feed?"
Product Visibility needs a plan that includes it: when the read says it isn't on the plan, say so and stop.

What to read

get_shopping_visibility for each product the person names, by its title as AI shopping results show it (at most five in one run): its appearances by platform, region and date, its rating, reviews and the merchants selling it.
list_connections: whether the store or a product feed is connected.
get_site_audit_summary, then list_site_audit_issues, for product pages that have an audit: the product description opening, schema and the other failed checks.

Chat can't open the live store or the feed: ask for the product titles when the person names none, and work from what the reads return.

Steps

Read each product's AI shopping results: where it shows, where it doesn't, and who sells it there.
Check against what ChatGPT Shopping (US) and Google Shopping (EU) need: a clear title with brand, model and key attribute; a description that says what it is in its first sentence; price, availability, identifiers (GTIN, brand, model), images, and Product schema on the page.
Draft fixes for titles and attributes, product by product.
Prepare the feed changes as a list. Pushing a feed to the store or to Google Merchant Center leaves the workspace: it is always the person's own click.

Output

A table: Product, Where it shows, What's missing, Fix.
The proposed new titles and descriptions, ready to paste.
The feed changes, field by field, for the person to apply.

Don't

Don't invent prices, stock, ratings, reviews or identifiers: leave a [placeholder] for any the person must fill.
Never push a feed or change a product: the person does.
Don't promise a product will appear in AI shopping results.

Read the full file on GitHub · 45 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

yesterday First seen · 45 lines · 20 tokens per session scan A 871de9eba4ee

Subscribe to this mod's changes

shopping is a skill published in the GitHub repository ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool (449 stars, last pushed yesterday), licensed MIT. It adds 20 tokens to every session and 522 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-05.

E-commerce Marketing and SEO ai-search-optimization answer answer-engine-optimization chatgpt claude generative-engine-optimization

shopping next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
shoppingai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool	Skill	449	yesterday	MIT	A	20	Claude Code, Codex
shoppingansvisor/ansvisor	Skill	232	yesterday	MIT	A	20	Claude Code, Codex
geo-platform-optimizerasale-ai/seo-geo-skill	Skill	6	2mo ago	none	A	34	Claude Code
seo-ecommerceasale-ai/seo-geo-skill	Skill	6	2mo ago	none	A	89	Claude Code
stripe-link-cliNousResearch/hermes-agent	Skill	261k	yesterday	MIT	A	17	Claude Code, Codex
product-price-monitorNousResearch/hermes-agent	Skill	261k	yesterday	MIT	A	17	Claude Code, Codex
shoppingasgeirtj/system_prompts_leaks	Skill	71k	2d ago	CC0-1.0	A	71	Claude Code, Codex