Install
openclaw skills install linkfox-sorftime-product-searchSorftime Product Search
基于Sorftime数据的亚马逊多维度产品搜索与筛选，涵盖14个站点，支持历史月份快照回看。当用户提到Sorftime产品搜索、亚马逊产品筛选、竞品调研、类目分析、品牌热销、卖家分析、季节性产品、历史快照回看、产品搜索、月销量月销额、ABA关键词找产品、价格范围筛选、新品发现、多条件组合筛选、product search, competitor research, category analysis, brand bestsellers, seller analysis, seasonal products, historical snapshot时触发此技能。即使用户未明确提及"Sorftime"，只要其需求涉及亚马逊产品搜索、筛选、对比或类目/品牌/卖家维度的产品探索，也应触发此技能。
Audits
PassSorftime Product Search
This skill guides you on how to search and filter Amazon products via Sorftime across multiple dimensions, helping Amazon sellers discover products, analyze competitors, and explore market opportunities.
Core Concepts
Sorftime Product Search supports multi-dimensional product retrieval with 16 query types, single or multi-condition AND combinations, and historical monthly snapshot lookback from January 2024. Data covers pricing, BSR rankings, monthly sales, FBA fees, and profit analysis.
Key differentiator: This tool is for searching and filtering across products. If you need detailed trend data (sales/price/BSR history) for a specific ASIN, use the Sorftime Product Detail skill instead.
Data Fields
| Field | API Name | Description | Example |
|---|---|---|---|
| ASIN | asin | Amazon Standard Identification Number | B0CVM8TXHP |
| Product Title | title | Product listing title | Anker Portable Charger... |
| Brand | brand | Brand name | Anker |
| Current Price | price | Price before Coupon, local currency (e.g., USD) | 29.99 |
| Sale Price | salesPrice | Actual selling price after Coupon, local currency | 25.99 |
| Strikethrough Price | oldPrice | Original list price, local currency | 39.99 |
| Coupon | coupon | >0 = discount amount (500=$5); <0 = percentage (-10=10% off) | -15 |
| BSR Rank | salesRank | Best Seller Rank in main category | 1523 |
| Monthly Sales | monthlySalesUnits | 30-day sales volume (Listing level); -1 = cannot estimate | 4500 |
| Monthly Revenue | monthlySalesRevenue | Estimated monthly revenue, local currency; -1 = N/A | 116955.00 |
| Daily Sales | listingSalesVolumeOfDaily | Daily sales volume; -1 = cannot estimate | 150 |
| Daily Revenue | listingSalesOfDaily | Daily revenue, local currency; -1 = N/A | 3898.50 |
| Rating | rating | Current rating (0.0-5.0) | 4.70 |
| Rating Count | ratings | Number of ratings | 12580 |
| Listing Date | availableDate | Listing date (yyyy-MM-dd) | 2022-03-15 |
| Days Online | onlineDays | Days since listing | 850 |
| FBA Fees | fbaFees | FBA fulfillment fee, local currency | 5.40 |
| Platform Fee | platformFee | Platform commission, local currency | 3.90 |
| Profit | profitAmount | Sale price - FBA - commission, local currency | 16.69 |
| Profit Rate | profitRate | Profit margin, e.g., 25.83 = 25.83% | 25.83 |
| FBA Status | isFBA | Whether Buybox seller uses FBA | true |
| Buybox Seller | buyboxSeller | Buybox winning seller name | AnkerDirect |
| Seller Country | buyboxSellerAddress | Seller country code (CN, US); null if Amazon-operated | CN |
| Seller ID | buyBoxSellerId | Buybox seller ID | A294P4X9EWVXLJ |
| Category | category | Main category [name, NodeId] | ["Cell Phones", "2811119011"] |
| Sub-category | bsrCategory | Sub-category rankings list | [{nodeId, name, rank, date}] |
| Variations | variationNum | Number of variations | 5 |
| Parent ASIN | parentAsin | Parent ASIN if has variations, null otherwise | B0088PUEPK |
| Weight | weight | Weight in grams | 350 |
| Size | size | Dimensions in cm [longest, 2nd, shortest] | [18.5, 8.2, 3.1] |
| Main Image | imageUrl | Main product image URL | https://... |
| Listing URL | asinUrl | Amazon product page URL | https://www.amazon.com/dp/... |
Supported Marketplaces
US (United States), GB (United Kingdom), DE (Germany), FR (France), IN (India), CA (Canada), JP (Japan), ES (Spain), IT (Italy), MX (Mexico), AE (United Arab Emirates), AU (Australia), BR (Brazil), SA (Saudi Arabia)
Default marketplace is US. Use us when the user doesn't specify a marketplace.
Note: Sorftime uses lowercase codes (e.g., us, gb, de), and UK is coded as gb (not uk).
API Usage
This tool calls the LinkFox tool gateway API. See references/api.md for calling conventions, request parameters, and response structure. You can also execute scripts/sorftime_product_search.py directly to run queries.
How to Build Queries
The key parameters are marketplace (required), queryMode, queryType, and queryValue. The query system has two modes and 16 filter types that can be combined flexibly.
Principles for Building Queries
- Always specify the marketplace: Use lowercase site codes, e.g.,
us,de,jp - Choose the right query mode: Use
queryMode=1for a single filter; usequeryMode=2to combine multiple filters with AND logic - Match queryType with queryValue format: Each queryType expects a specific format — see the table below. Mismatched formats will cause errors
- Mind price units: Price filters (queryType=8) use smallest currency unit (cents for USD), so $19.99 =
1999 - Use open ranges when appropriate: Omit one end for open range —
,1000means "up to 1000";100,means "100 or more" - Use queryMonth for historical comparison: Format
yyyy-MM; compare with a second call without queryMonth to see changes over time
Query Types (queryType, for queryMode=1)
| queryType | Name | queryValue Format | Example |
|---|---|---|---|
| 1 | ASIN Similar | ASIN | B0CVM8TXHP |
| 2 | Category | NodeId | 3743561 |
| 3 | Brand | Brand name | Anker |
| 4 | Seller Name | Store name | AnkerDirect |
| 5 | Seller ID | SellerId | A294P4X9EWVXLJ |
| 6 | ABA Keyword | Keyword | Power Bank |
| 7 | Title/Attribute Match | Keywords | 10,000mAh 30W |
| 8 | Price Range | min,max (in cents) | 1,1000 (=$0.01~$10) |
| 9 | Monthly Sales Range | min,max | 100,1000 |
| 10 | Seasonal Products | Month list | 1,2,3 (peak in Jan-Mar) |
| 11 | Listing Date Range | start,end (yyyy-MM-dd) | 2024-06-01,2024-12-01 |
| 12 | Rating Range | min,max | 3,5 |
| 13 | Review Count Range | min,max | 10,500 |
| 14 | Rank Range | bsr_min,bsr_max;sub_min,sub_max | 500,5000;1,100 |
| 15 | Fulfillment | FBA / FBM | FBA,FBM |
| 16 | Variation Count | min,max | 1,50 |
Important: queryType=1 (ASIN Similar) finds products similar to the given ASIN, not the ASIN itself. To query a single product's detail, use the Sorftime Product Detail skill.
Historical Snapshots (queryMonth)
Set queryMonth (format yyyy-MM) to query a past month's product data snapshot. This lets users compare historical prices, rankings, and sales with current data.
- Supported range: January 2024 to present (~2 years)
- US, GB, DE support full "unlimited" lookback mode
- Other sites support Top 100 products only in lookback
- AU, BR, IN do not support lookback
Query Examples for Common Scenarios
1. Find competitors of a given ASIN
queryMode: 1, queryType: 1, queryValue: B0CVM8TXHP, marketplace: us
2. Browse a category's top products
queryMode: 1, queryType: 2, queryValue: 3743561, marketplace: us
3. Analyze a brand's product portfolio
queryMode: 1, queryType: 3, queryValue: Anker, marketplace: us
4. Search by ABA keyword
queryMode: 1, queryType: 6, queryValue: Power Bank, marketplace: us
5. Discover seasonal products (Q4 peak)
queryMode: 1, queryType: 10, queryValue: 10,11,12, marketplace: us
6. Compare historical vs current data
queryMonth: 2024-11, queryMode: 1, queryType: 2, queryValue: 3743561, marketplace: us
→ Compare with current data (no queryMonth) to see price/sales changes
7. Multi-condition: new FBA products with good sales
queryMode: 2
queryValue: [{"QueryType":11,"Content":"2024-06-01,"},{"QueryType":9,"Content":"300,"},{"QueryType":15,"Content":"FBA"}]
marketplace: us
8. Find low-price high-sales products
queryMode: 2
queryValue: [{"QueryType":8,"Content":",2000"},{"QueryType":9,"Content":"500,"}]
marketplace: us
9. Check a seller's product portfolio
queryMode: 1, queryType: 4, queryValue: AnkerDirect, marketplace: us
Display Rules
- Present data only: Show query results in clear tables without subjective business advice
- Ranking clarification: When showing ranking data, remind users that lower values mean better rankings
- Pagination notice: Search results return max 100 products per page, up to 200 pages. If results are large, show highlights and remind users to paginate
- Sales estimation caveat: Values of
-1in sales/revenue fields mean "cannot estimate" — explain this to the user rather than showing -1 directly - Error handling: When a query fails, explain the reason based on the
msgfield and suggest adjusting query criteria
Important Limitations
- Pagination: Max 100 products per page, max 200 pages
- Historical lookback: Only from January 2024; AU, BR, IN not supported
- Non-structured data: Results do not support secondary analysis via
_dataQuery_executeDynamicQuery - Sales estimation: Products in non-standard categories may return -1 for sales fields
- ABA keyword search (queryType=6): Currently only supports ABA keywords, not arbitrary search terms
User Expression & Scenario Quick Reference
Applicable - Product search and filtering on Amazon:
| User Says | Scenario |
|---|---|
| "找一下这个类目下卖得好的产品" | Category exploration |
| "Anker品牌有哪些热销产品" | Brand analysis |
| "这个ASIN的竞品有哪些" | Competitor discovery |
| "帮我找一些季节性产品" | Seasonal product discovery |
| "新品中月销量超过500的有哪些" | Filtered product discovery |
| "去年双十一这个类目的价格快照" | Historical snapshot comparison |
| "这个卖家还卖了什么产品" | Seller portfolio |
| "帮我筛选利润率高于30%的FBA产品" | Profit-focused filtering |
| "月销量1000以上，评分4星以上的产品" | Multi-condition filtering |
| "标题包含wireless charger的产品" | Title keyword search |
Not applicable - Needs beyond product search:
- Detailed trend/history data for a specific ASIN (use Sorftime Product Detail)
- ABA search term ranking data (use ABA Data Explorer)
- Advertising / PPC strategy
- Product reviews content analysis
- Patent or trademark checks
Boundary judgment: When users say "competitor analysis" or "market research", if they need to discover and compare products across dimensions (category, brand, price range, etc.), this skill applies. If they need historical trend curves for a specific ASIN, use the Product Detail skill. If they need keyword search volume data, use ABA Data Explorer.
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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