Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Build and validate product feeds for shopping channels — Google Merchant Center and Meta Catalog — including required/recommended attributes, attribute mapping, and feed validation. Includes a feed validator/generator script. Triggers: building a product feed, fixing feed disapprovals, mapping catalog to feed attributes.
日本語の概要は準備中です。原文の説明を表示しています。
実行スコア 未検証
インストール方法を見るインストールする前に、エージェントに与えられる指示の中身を確認できます。
Shopping ads and free listings live or die on feed quality. A clean, complete feed gets products approved and surfaced; a sloppy one gets disapprovals. Map your catalog to channel attributes and validate before upload — platform-agnostic.
Gather: target channel (Google Merchant / Meta Catalog), source of truth (DB export, CSV, platform), product categories, and goal (validate an existing feed, generate one, or map catalog → feed attributes).
| Mode | Trigger | Output |
|---|---|---|
| Validate | validate | Pass/fail report against required attributes |
| Generate | generate | Feed emitted from a source CSV |
| Map | map | Catalog field → feed attribute mapping |
Google Merchant / Meta share a common core. Required for every item:
| Attribute | Notes |
|---|---|
id | Stable, unique per variant (use SKU) |
title | Front-load product; ≤150 chars; match landing page |
description | Plain, accurate; no promo text/caps |
link | Canonical PDP URL |
image_link | Main image, meets resolution minimums |
availability | in_stock / out_of_stock / preorder |
price | With currency; must match landing page exactly |
brand | Required unless exempt category |
gtin / mpn | Required where a GTIN exists — improves matching |
condition | new / refurbished / used |
Rule: Feed price and availability must exactly match the live PDP, or the item is disapproved and the account is penalized.
Run the validator on a CSV export:
python skills/merchant-feed/scripts/feed_validate.py # demo data
python skills/merchant-feed/scripts/feed_validate.py feed.csv
It checks every row for required attributes, flags missing/empty values, validates availability/condition enums and price+currency format, and reports a per-row and summary verdict. For the full attribute reference and category-specific requirements, see references/feed-attribute-map.md.
Beyond required, these lift performance: google_product_category, product_type, item_group_id (links variants), color, size, gender, age_group, sale_price, shipping, gtin. Use item_group_id so variants cluster correctly — without it, variants compete as separate products.
| Request | Output |
|---|---|
| Validate | Per-row + summary PASS / FAIL report |
| Generate | Channel-ready feed file |
| Map | Catalog → feed attribute mapping table |
A feed is READY when every item has all required attributes, price/availability match the PDP, variants share an item_group_id, and GTINs are present where they exist.
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Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
日本語の概要は準備中です。原文の説明を表示しています。
Web/mobile accessibility decision guide: WCAG 2.2 AA, ARIA, keyboard nav, focus management, contrast, testing. Use for: a11y, accessibility, wcag, aria, screen reader, keyboard, contrast.
日本語の概要は準備中です。原文の説明を表示しています。
Generate, iterate, and scale ad creative for paid advertising across Google, Meta, LinkedIn, and X. Covers platform specs, creative frameworks, and quality validation.
日本語の概要は準備中です。原文の説明を表示しています。
Musica interactiva para juegos: layering vertical, re-secuenciacion horizontal, stingers, reglas de transicion con sync points, y mapeo de estados de gameplay a musica. Usar para: musica adaptativa, sistema de musica dinamica, transiciones musicales, combat music.
日本語の概要は準備中です。原文の説明を表示しています。
Design multi-agent systems, create agent architectures, define communication patterns, and build autonomous agent workflows with structured evaluation frameworks.
日本語の概要は準備中です。原文の説明を表示しています。
Inter-agent communication protocol for C-suite agent teams. Defines invocation syntax, loop prevention, isolation rules, response formats, and quality loops.
日本語の概要は準備中です。原文の説明を表示しています。