Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
中文简介正在准备中。当前显示原文说明。
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.
中文简介正在准备中。当前显示原文说明。
实测评分 未实测
查看安装方法安装前可以查看交给 AI 代理的指令内容。
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.
还没有评价。欢迎分享你的使用感受。
无需登录即可发表。欢迎分享使用感受、提问,或说明在哪些环境下无法运行。
还没有评论。来写第一条吧。
Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
中文简介正在准备中。当前显示原文说明。
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.
中文简介正在准备中。当前显示原文说明。
Generate, iterate, and scale ad creative for paid advertising across Google, Meta, LinkedIn, and X. Covers platform specs, creative frameworks, and quality validation.
中文简介正在准备中。当前显示原文说明。
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.
中文简介正在准备中。当前显示原文说明。
Design multi-agent systems, create agent architectures, define communication patterns, and build autonomous agent workflows with structured evaluation frameworks.
中文简介正在准备中。当前显示原文说明。
Inter-agent communication protocol for C-suite agent teams. Defines invocation syntax, loop prevention, isolation rules, response formats, and quality loops.
中文简介正在准备中。当前显示原文说明。