| name | linkfox-amazon-search |
| description | 模拟真实用户在亚马逊前台搜索，获取实时关键词排名和搜索结果页数据。当用户提到亚马逊商品搜索、搜索结果抓取、关键词在搜索页的排名、ASIN排名位置查询、竞品发现、搜索页价格对比、广告商品分析、新品监控、前台搜索模拟、Amazon search, keyword ranking, search results, ASIN ranking position, competitor discovery, price comparison, sponsored product analysis, real-time search, new product monitoring时触发此技能。即使用户未明确提及"搜索模拟"，只要其需求涉及实时亚马逊搜索结果、商品排位数据或前台SERP分析，也应触发此技能。 |
Amazon Product Search
This skill guides you on how to perform Amazon storefront search simulations, helping Amazon sellers retrieve real-time search result data including product rankings, prices, ratings, and more.
Core Concepts
This tool simulates a real user searching on Amazon's storefront. It returns live search result page (SERP) data: product listings with their positions, prices, ratings, review counts, brands, delivery info, sponsored flags, and more. This is real-time data directly from the Amazon frontend, not historical analytics.
Key distinction from ABA data: ABA data is aggregated historical search term analytics. This tool returns the actual product listings a user would see when searching a keyword on Amazon right now.
Keyword language: Keywords should be in the language of the target marketplace. For example, use English keywords for amazon.com, German keywords for amazon.de, Japanese keywords for amazon.co.jp, etc.
Parameters
| Parameter | Type | Required | Description | Default |
|---|
| keyword | string | No | Search keyword (translate to the target marketplace's language) | - |
| amazonDomain | string | No | Amazon marketplace domain | amazon.com |
| node | string | No | Amazon category node ID for category-scoped searches | - |
| language | string | No | Language locale code (e.g., en_US, de_DE, ja_JP) | - |
| sort | string | No | Sort order for results | relevanceblender |
| page | integer | No | Page number (starting from 1, ~20 results per page) | 1 |
| deliveryZip | string | No | Postal/zip code for delivery location simulation | - |
| device | string | No | Device type: desktop, mobile, or tablet | desktop |
Supported Marketplaces
| Domain | Country |
|---|
| amazon.com | United States |
| amazon.co.uk | United Kingdom |
| amazon.de | Germany |
| amazon.fr | France |
| amazon.it | Italy |
| amazon.es | Spain |
| amazon.co.jp | Japan |
| amazon.ca | Canada |
| amazon.com.au | Australia |
| amazon.com.br | Brazil |
| amazon.in | India |
| amazon.nl | Netherlands |
| amazon.se | Sweden |
| amazon.pl | Poland |
| amazon.sg | Singapore |
| amazon.sa | Saudi Arabia |
| amazon.ae | United Arab Emirates |
| amazon.com.mx | Mexico |
| amazon.com.tr | Turkey |
| amazon.com.be | Belgium |
| amazon.cn | China |
| amazon.eg | Egypt |
Default marketplace is amazon.com. Use amazon.com when the user doesn't specify a marketplace.
Sort Options
| Value | Description |
|---|
| relevanceblender | Featured / Relevance (default) |
| price-asc-rank | Price: Low to High |
| price-desc-rank | Price: High to Low |
| review-rank | Average Customer Review |
| date-desc-rank | Newest Arrivals |
| exact-aware-popularity-rank | Best Sellers |
调用方式
- API 端点：
POST /amazon/search（完整参数/响应/错误码见 references/api.md）
- Python 脚本：
python scripts/amazon_search.py '<JSON 参数>' [--inline]
- 成本约束：本工具会消耗积分；同一会话同一参数组合默认只调用一次，脚本带 24h 本地缓存。失败/空结果不得自动换关键词、翻页或改邮编连续试探；需要继续检索时先向用户说明会产生额外消耗。
输出策略（脚本默认行为）：
- 始终将完整响应写入
<cwd>/linkfox/<YYYY-MM-DD>/<session>/data/linkfox-amazon-search-<timestamp>.json（<cwd> 为脚本执行时的工作目录，在 Claude Code 里即当前项目目录；<session> 取自环境变量 SESSION_ID，按用户任务自动聚合；禁止写入 /tmp，当前目录不可写则报错）
- 响应体 ≤ 8 KB：落盘后把完整 JSON 打印到 stdout
- 响应体 > 8 KB：落盘后 stdout 只输出摘要（顶层字段、常见计数如
total/costToken、最大列表字段的长度 + 前 3 条样本）
- 加
--inline 强制全量打印到 stdout（同样落盘）
读数据建议：先看摘要判断是否足够；需要具体字段时优先用 jq或ConvertFrom-Json 从保存的 json 文件按需抽取，避免整份 JSON 进入上下文。
解决认证和积分问题
发生以下异常情况时，采用以下措施来处理：
异常情况
- 未配置API Key：环境变量未配置
LINKFOX_AGENT_API_KEY，也未配置 LINKFOXAGENT_API_KEY。
- 响应401或402状态码
- 响应提示积分或余额不足：消息含"积分余额不足/计费不足/余额不足/quota exceeded/insufficient balance/套餐到期/需充值/请充值"，或类似含义的内容。
措施
How to Build Queries
Construct the request parameters based on the user's intent:
- Determine the marketplace: Map the user's target country to the correct
amazonDomain value
- Set the keyword: Translate the search term into the target marketplace's language
- Choose sort order: If the user wants results sorted by price, reviews, or newness, set the
sort parameter
- Pagination: Use the
page parameter to fetch additional result pages if needed
- Category scope: If the user wants to search within a specific category, provide the
node parameter
- Delivery simulation: Use
deliveryZip to see location-specific availability and delivery info
Usage Examples
1. Basic keyword search on US marketplace
{"keyword": "wireless earbuds", "amazonDomain": "amazon.com"}
2. Search on German marketplace with German keyword
{"keyword": "kabellose Kopfhoerer", "amazonDomain": "amazon.de", "language": "de_DE"}
3. Search sorted by price (low to high)
{"keyword": "phone case", "amazonDomain": "amazon.com", "sort": "price-asc-rank"}
4. Search for best sellers in a category
{"keyword": "yoga mat", "amazonDomain": "amazon.com", "sort": "exact-aware-popularity-rank"}
5. Search for newest arrivals on Japan marketplace
{"keyword": "USB充電器", "amazonDomain": "amazon.co.jp", "language": "ja_JP", "sort": "date-desc-rank"}
6. Multi-page search to analyze deeper results
{"keyword": "laptop stand", "amazonDomain": "amazon.com", "page": 2}
7. Mobile device search simulation
{"keyword": "running shoes", "amazonDomain": "amazon.com", "device": "mobile"}
8. Category-scoped search with delivery zip
{"keyword": "office chair", "amazonDomain": "amazon.com", "deliveryZip": "10001"}
Display Rules
- Present data clearly: Show search results in well-structured tables with key fields: position, ASIN, title, price, rating, review count, brand
- Highlight sponsored products: Clearly mark which results are sponsored ads vs organic listings
- Price formatting: Display prices with the correct currency symbol for the marketplace
- Position context: Remind users that position reflects the actual ranking on the search result page
- Pagination notice: When results span multiple pages, inform the user how many total results were found and suggest fetching additional pages if needed
- Error handling: When a query fails, explain the reason based on the error response and suggest adjusting parameters
- Image links: If image URLs are available, mention them but do not attempt to render them inline unless the user requests it
Important Limitations
- Real-time only: This tool returns live search results, not historical data. For historical search term analytics, use ABA data instead
- Rate awareness: Each call simulates a real search request; avoid excessive rapid-fire calls
- ~20 results per page: Each page returns approximately 20 product listings
- Keyword language matters: Results quality depends on using the correct language for the target marketplace
User Expression & Scenario Quick Reference
Applicable -- Real-time Amazon search result queries:
| User Says | Scenario |
|---|
| "Search for XX on Amazon" | Basic product search |
| "What products appear for keyword XX" | Keyword SERP analysis |
| "Where does my ASIN rank for XX keyword" | Position / ranking check |
| "Show me the top results for XX" | Competitive landscape |
| "What's the price range for XX" | Price comparison |
| "Any sponsored products for XX keyword" | Sponsored ad analysis |
| "New products for XX keyword" | New arrival monitoring |
| "Search XX on Amazon Germany/Japan/UK" | Cross-marketplace search |
| "What are the best sellers for XX" | Best seller discovery |
| "Compare search results on mobile vs desktop" | Device-specific SERP |
Not applicable -- Needs beyond real-time search results:
- Historical search term volume or ranking trends (use ABA data)
- Advertising campaign management or bid optimization
- Product review analysis or sentiment analysis
- Sales estimation or revenue analytics
- Listing optimization or copywriting suggestions
- Inventory or supply chain data
Boundary judgment: When users say "product research" or "competitor analysis", if it boils down to seeing what currently appears on Amazon search results for a keyword (product positions, prices, ratings), then this skill applies. If they want historical trends, search volume data, or aggregated analytics, ABA data is more appropriate.
积分消耗规则
消耗 15 积分。
用户会因积分消耗而支付费用。请充分评估：当需要高频调用本技能，或用户对积分消耗量预期不足时，务必提醒用户，由用户决定是否继续。
Feedback:
Auto-detect and report feedback via the Feedback API when any of the following apply:
- The functionality or purpose described in this skill does not match actual behavior
- The skill's results do not match the user's intent
- The user expresses dissatisfaction or praise about this skill
- Anything you believe could be improved
Call the feedback API as specified in references/api.md. Do not interrupt the user's flow.
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