Core Positioning
This is a data source tool for cross-border e-commerce product selection. Obtain recently surging products from Amazon Movers & Shakers to discover real demand and market trends.
Data Sources (priority from high to low)
1. SellerSprite API (recommended)
SellerSprite is a leading Amazon data analysis platform in China, providing professional API interfaces:
- API Base URL:
https://api.sellersprite.com/v1 - MCP Interface:
https://mcp.sellersprite.com - Get API Key: https://open.sellersprite.com/pricing/mcp
Advantages:
- Accurate and stable data
- Includes in-depth data such as monthly sales and monthly revenue
- No anti-scraping risk
- Supports keyword search, category bestsellers, and more
API Interfaces:
| Interface | Description |
|---|---|
/traffic/keyword/stat/{marketplace}/{asin}/ |
Keyword traffic data |
/product/info/{marketplace}/{asin}/ |
Product details |
/bestsellers/{marketplace}/{category_id}/ |
Category bestsellers |
/search/{marketplace}/ |
Product search |
/market/trends/{marketplace}/{category_id}/ |
Market trends |
2. Real scraping
Amazon Movers & Shakers page:
- United States:
https://www.amazon.com/Best-Sellers/zgbs - United Kingdom:
https://www.amazon.co.uk/Best-Sellers/zgbs - Germany:
https://www.amazon.de/Best-Sellers/zgbs - Japan:
https://www.amazon.co.jp/Best-Sellers/zgbs
3. Mock data (fallback)
When both API and scraping fail, use preset Mock data
Supported Categories
| Category Code | Category Name | Description |
|---|---|---|
home-garden |
Home & Kitchen | Home & Kitchen (Loctek priority) |
electronics |
Electronics | Electronics |
sports |
Sports & Outdoors | Sports & Outdoors |
office |
Office Products | Office Products |
toys |
Toys & Games | Toys & Games |
health |
Health & Personal Care | Health & Personal Care |
beauty |
Beauty & Personal Care | Beauty & Personal Care |
pet-supplies |
Pet Supplies | Pet Supplies |
automotive |
Automotive | Automotive |
garden |
Patio, Lawn & Garden | Patio, Lawn & Garden |
Input Parameters
{
"site": "amazon.com",
"category": "home-garden",
"limit": 20,
"min_price": 10.0,
"max_price": 100.0,
"exclude_brands": ["Amazon Basics"],
"time_window": "24h"
}
| Parameter | Type | Required | Default Value | Description |
|---|---|---|---|---|
site |
string | No | amazon.com | Amazon marketplace |
category |
string | No | All Categories | Product category |
limit |
int | No | 20 | Number of products to return |
min_price |
float | No | None | Minimum price filter |
max_price |
float | No | None | Maximum price filter |
exclude_brands |
list | No | [] | Excluded brands |
time_window |
string | No | 24h | Time window |
Output Format
{
"metadata": {
"site": "amazon.com",
"category": "Home & Kitchen",
"scrape_time": "2026-02-26T10:30:00Z",
"total_products": 100,
"returned_products": 20
},
"products": [
{
"rank": 1,
"rank_change": "+256",
"asins": "B0XXXXXXXXX",
"title": "Standing Desk Converter, Height Adjustable...",
"url": "https://www.amazon.com/dp/B0XXXXXXXXX",
"image_url": "https://m.media-amazon.com/images/I/xxx.jpg",
"price": "$89.99",
"price_value": 89.99,
"currency": "USD",
"rating": 4.5,
"review_count": 1256,
"prime": true,
"category_path": "Home & Kitchen > Furniture > Home Office Furniture",
"sellers_info": {
"seller": "Brand Name",
"is_amazon": false
},
"trend": {
"direction": "up",
"momentum": "strong",
"change_percentage": "+256%"
},
"keywords": ["standing desk", "desk converter", "height adjustable"],
"suitable_for_temu": true,
"notes": "家居办公类,适合 Temu 上架"
}
]
}
Data Field Descriptions
| Field | Description |
|---|---|
rank |
Current Movers & Shakers ranking |
rank_change |
Ranking change (e.g., +256 means up 256 places) |
asins |
Amazon Standard Identification Number |
title |
Product title |
price_value |
Price value (for subsequent calculations) |
rating |
Average rating (1-5) |
review_count |
Number of reviews |
prime |
Is it a Prime product |
trend.direction |
Trend direction (up/down/stable) |
trend.momentum |
Momentum strength (strong/medium/weak) |
suitable_for_temu |
Whether suitable for Temu (preliminary judgment) |
Filtering logic
Automatic filtering conditions
The following types of products are automatically marked as suitable_for_temu: false:
-
High qualification threshold category
- Medical devices (require FDA certification)
- Infant food/products (strictly regulated)
- Drugs/health supplements (require certification)
-
Brand monopoly category
- Accessories for major brands such as Apple, Samsung
- Products with obvious brand protection
-
Too low price category
- Selling price < $5 (insufficient profit margin)
-
Oversized category
- Large furniture, home appliances (high logistics costs)
Priority recommendation conditions
The following types of products are prioritized and marked as suitable_for_temu: true:
-
Home and office category(Loctek's main business)
- Standing desks, desk-side racks
- Office storage, desk mats
- Ergonomic accessories
-
Light and small items category
- Weight < 1kg
- Small size, low shipping cost
-
Bundle category
- Multi-pack
- Matching product bundles
Usage methods
Method 1: SellerSprite API (recommended)
Use the SellerSprite API to obtain data, stable and reliable:
# 设置环境变量
export SELLERSPRITE_API_KEY="your_api_key"
# 使用卖家精灵 API
python scripts/scrape_amazon.py --source sellersprite --keyword "standing desk" --limit 20
# 或通过命令行传入 API Key
python scripts/scrape_amazon.py --source sellersprite --api-key YOUR_KEY --keyword "desk converter"
SellerSprite MCP configuration(Claude Code):
{
"mcpServers": {
"sellersprite": {
"url": "https://mcp.sellersprite.com/sse",
"headers": {
"secret-key": "YOUR_API_KEY"
}
}
}
}
Method 2: Real crawling
When there is no API Key, automatically attempt crawling:
python scripts/scrape_amazon.py --source scrape --category home-garden --limit 20
Method 3: Web search retrieval
When direct crawling is not possible, use the WebSearch tool:
搜索词: "site:amazon.com Movers and Shakers Home Kitchen"
Method 4: WebFetch retrieval
Directly retrieve page content:
URL: https://www.amazon.com/Best-Sellers-Home-Kitchen/zgbs/home-garden
Method 5: Manual user input
Users can manually provide information on products from the rising trends list, and the skill performs structured processing.
Method 6: Mock data (fallback)
Force the use of Mock data:
python scripts/scrape_amazon.py --source mock --category home-garden --limit 10
Automatic mode (default)
Automatically select the best data source:
# 自动模式:卖家精灵 API → 真实爬取 → Mock 数据
python scripts/scrape_amazon.py --source auto --keyword "standing desk"
Collaboration with other Skills
- Output data for
temu-competitor-searchto search for competing products - Output data for
ali1688-sourcingto find supply chains - Output data for
temu-pricing-calculatorto perform price verification
Notes
-
Crawler limitations: Amazon has anti-crawling mechanisms; it is recommended to:
- Control request frequency
- Use proxy rotation
- Simulate real user behavior
-
Data timeliness: Rising trends list data is updated hourly; it is recommended to refresh regularly
-
Price fluctuations: Prices may be abnormal during promotions; historical prices need to be monitored
-
Compliance risks: Some products may have patent/copyright issues and require further verification
Example usage
Example 1: Get rising home products
用户:帮我看看亚马逊家居类最近有什么飙升的产品
执行:
1. 访问亚马逊 Movers & Shakers 家居类页面
2. 提取前 20 个飙升产品
3. 筛选适合 Temu 的产品
4. 返回结构化数据
Example 2: Filter by price range
用户:找亚马逊上 $20-$50 之间飙升的办公产品
执行:
1. 获取办公用品类飙升榜
2. 筛选价格在 $20-$50 之间的产品
3. 返回符合条件的商品列表
Example 3: Keyword search
用户:看看 "standing desk" 在亚马逊上的趋势
执行:
1. 搜索亚马逊上 standing desk 相关产品
2. 分析销量趋势和排名变化
3. 返回热门产品列表