Sif Asin Summary

使用SIF（搜索情报框架）数据分析ASIN的流量来源构成与曝光分布。当用户提到ASIN流量来源、流量结构分析、自然流量与付费流量占比、曝光得分拆解、竞品流量分析、SP广告关键词数量、品牌广告曝光、Amazon's Choice曝光、编辑推荐曝光、Top Rated曝光、视频广告曝光、自然搜索曝光比例、PPC流量来...

Security Scan

The skill's code and API docs require an API key (LINKFOXAGENT_API_KEY) to call an external LinkFox endpoint, but the registry metadata declares no required environment variables — this mismatch is concerning and should be resolved before trusting the skill.

Purpose & Capability

The skill's name, description, API endpoint (tool-gateway.linkfox.com/sif/asinSummary), and included script all align with the stated purpose (ASIN traffic/exposure analysis). Requiring access to a LinkFox API is reasonable for this purpose. However, the package/registry metadata lists no required environment variables while both references/api.md and scripts/sif_asin_summary.py clearly rely on LINKFOXAGENT_API_KEY — an inconsistency between claimed requirements and actual needs.

Instruction Scope

The SKILL.md instructs the agent to call the LinkFox SIF ASIN Summary API and/or run the provided script. Instructions reference only the documented API endpoint and a separate feedback endpoint; there are no instructions to read unrelated system files, other credentials, or to send data to unexpected third-party hosts beyond the documented LinkFox domains.

Install Mechanism

There is no install spec (instruction-only runtime), so nothing will be downloaded or installed automatically. A Python script is bundled and can be executed, which is expected for an instruction-driven skill that provides a helper script.

Credentials

The script and API reference require an API key via environment variable LINKFOXAGENT_API_KEY, but the skill metadata states 'Required env vars: none'. This mismatch could cause confusion and accidental misconfiguration. Requesting a single service API key is proportionate to the task, but the omission in metadata is a red flag that the declared surface doesn't match what the skill actually needs. Also note the feedback endpoint (skill-api.linkfox.com) is unauthenticated per docs — confirm what data is sent there and whether it may include user-provided responses.

Persistence & Privilege

The skill does not request always:true and does not indicate it will persist configuration beyond its own operation. It doesn't attempt to modify other skills or system settings. Autonomous invocation is allowed (platform default) but not exceptional here.

What to consider before installing

Before installing or enabling this skill: (1) Recognize the inconsistency — the script and API docs require LINKFOXAGENT_API_KEY but the skill metadata claims no env vars. Ask the publisher to correct metadata. (2) Only provide an API key scoped/minimized for querying the LinkFox SIF API; avoid using broader or production credentials. (3) Verify you trust the domains tool-gateway.linkfox.com and skill-api.linkfox.com and review their privacy/data policies — the skill will send ASINs and query parameters to those endpoints. (4) Inspect the bundled script (scripts/sif_asin_summary.py) yourself — it exits if the env var is missing and simply posts JSON to the stated API; it does not obfuscate behavior. (5) Confirm what (if any) user data is posted to the separate feedback endpoint and whether feedback is sent automatically or only when explicitly invoked. Resolving the metadata/env-var mismatch and confirming the API host trustworthiness would reduce risk.

This skill guides you on how to query and analyze ASIN-level traffic source data, helping Amazon sellers understand the exposure and traffic structure of any product across multiple channels.

Core Concepts

SIF (Search Intelligence Framework) ASIN Summary provides a comprehensive breakdown of an ASIN's traffic sources on Amazon. It reveals how a product's total exposure is distributed across organic search, Sponsored Products ads, brand ads, video ads, Amazon's Choice, Editorial Recommendations, and Top Rated recommendations. This is essential for competitive analysis and traffic strategy optimization.

Exposure score: A composite metric reflecting the overall visibility of a product across all keywords in a given channel. A higher score means greater exposure. The exposure ratio fields show what percentage of total exposure comes from each channel (values range 01 or 0100 depending on the field).

Traffic keyword count: The total number of keywords through which a product is discovered, broken down by channel (organic search, SP ads, brand ads, video ads, etc.).

Data Fields

Field	API Name	Description
ASIN	asin	Amazon Standard Identification Number
Product Title	productTitle	Full product title on Amazon
Product Category	productCategory	Product category on Amazon
Product Price	productPrice	Current listing price
Product Image URL	productImageUrl	Main product image link
Customer Rating Count	customerRatingCount	Total number of customer ratings
Is Variant Product	isVariantProduct	Whether the ASIN is a variant (e.g., different color/size)
Total Exposure Score	totalExposureScore	Composite exposure score across all channels
Total Traffic Keyword Count	totalTrafficKeywordCount	Total keywords across all channels
Natural Search Exposure Score	naturalSearchExposureScore	Exposure score from organic search
Natural Search Exposure Ratio	naturalSearchExposureRatio	Organic search share of total exposure
Natural Search Keyword Count	naturalSearchKeywordCount	Keywords found in organic search results
SP Ad Exposure Score	sponsoredProductsExposureScore	Exposure score from Sponsored Products ads
SP Ad Exposure Ratio	sponsoredProductsExposureRatio	SP ad share of total exposure
SP Ad Keyword Count	sponsoredProductsKeywordCount	Keywords with SP ad placements
Brand Ad Exposure Score	brandAdExposureScore	Exposure score from brand ads
Brand Ad Exposure Ratio	brandAdExposureRatio	Brand ad share of total exposure
Brand Ad Keyword Count	brandAdKeywordCount	Total brand ad keywords
Top Brand Ad Keyword Count	topBrandAdKeywordCount	Keywords in top-of-page brand ads
Bottom Brand Ad Keyword Count	bottomBrandAdKeywordCount	Keywords in bottom-of-page brand ads
Video Ad Exposure Score	videoAdExposureScore	Exposure score from video ads
Video Ad Exposure Ratio	videoAdExposureRatio	Video ad share of total exposure
Video Ad Keyword Count	videoAdKeywordCount	Keywords with video ad placements
Amazon's Choice Exposure Score	amazonsChoiceExposureScore	Exposure score from AC badge
Amazon's Choice Exposure Ratio	amazonsChoiceExposureRatio	AC share of total exposure
Amazon's Choice Keyword Count	amazonsChoiceKeywordCount	Keywords with AC badge
Editorial Recommendations Exposure Score	editorialRecommendationsExposureScore	Exposure from editorial recommendations
Editorial Recommendations Exposure Ratio	editorialRecommendationsExposureRatio	ER share of total exposure
Editorial Recommendations Keyword Count	editorialRecommendationsKeywordCount	Keywords with ER placements
Top Rated Exposure Score	topRatedExposureScore	Exposure from Top Rated recommendations
Top Rated Exposure Ratio	topRatedExposureRatio	TR share of total exposure
Top Rated Keyword Count	topRatedKeywordCount	Keywords with TR placements
Frequently Bought Keyword Count	frequentlyBoughtKeywordCount	Keywords in frequently-bought recommendations
PPC Traffic Sources	ppcTrafficSources	List of paid ad types (SP, Top Brand Ad, Bottom Brand Ad, Video Ad)
Natural Search Traffic Sources	naturalSearchTrafficSources	Organic search type markers
Amazon Recommendation Sources	amazonRecommendationSources	Recommendation types (Best Seller, AC, ER, TR, TRFOB, etc.)
Promotional Deal Sources	promotionalDealSources	Active promotions (Coupon, Limited Time Deal, Lowest Price in 30 Days, etc.)
Is Monitored	isMonitored	Whether the ASIN is on the monitoring list
Monitoring Start Time	monitoringStartTime	When the ASIN was added to monitoring

Supported Marketplaces

US (United States), CA (Canada), MX (Mexico), UK (United Kingdom), DE (Germany), FR (France), IT (Italy), ES (Spain), JP (Japan), IN (India), AU (Australia), BR (Brazil), NL (Netherlands), SE (Sweden), PL (Poland), TR (Turkey), AE (United Arab Emirates), SA (Saudi Arabia), SG (Singapore)

Default marketplace is US. Use US when the user does not specify a marketplace.

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/sif_asin_summary.py directly to run queries.

Parameter Guide

searchValue (required)

One or more ASIN codes separated by commas. Maximum 10 ASINs per request.

• Single ASIN: B0XXXXXXXX
• Multiple ASINs: B0XXXXXXXX,B0YYYYYYYY,B0ZZZZZZZZ

country (optional)

Marketplace code. Defaults to US. See the Supported Marketplaces section for all valid codes.

Pagination

• pageNum: Page number, defaults to 1
• pageSize: Results per page, minimum 10, maximum 100, defaults to 100

Sorting

• desc: Sort in descending order when true (default), ascending when false

Usage Examples

1. Single ASIN traffic breakdown

"Show me the traffic sources for B09V3KXJPB on the US marketplace"

Query with searchValue = "B09V3KXJPB", country = "US".

2. Multi-ASIN competitor comparison

"Compare traffic structures of B09V3KXJPB and B0BN1K7WJP on Amazon US"

Query with searchValue = "B09V3KXJPB,B0BN1K7WJP", country = "US".

3. Specific marketplace query

"Analyze traffic sources for B07XJ8C8F5 on Amazon Japan"

Query with searchValue = "B07XJ8C8F5", country = "JP".

4. Organic vs paid traffic analysis

"What percentage of B09V3KXJPB's exposure comes from organic search vs ads?"

Query the ASIN, then compare naturalSearchExposureRatio against sponsoredProductsExposureRatio, brandAdExposureRatio, and videoAdExposureRatio.

5. Ad channel deep-dive

"How many keywords does B0BN1K7WJP advertise on through SP, brand ads, and video ads?"

Query the ASIN and present sponsoredProductsKeywordCount, brandAdKeywordCount, topBrandAdKeywordCount, bottomBrandAdKeywordCount, and videoAdKeywordCount.

Display Rules

1. Present data clearly: Show query results in well-structured tables; separate exposure scores/ratios and keyword counts into logical groups for readability
2. Percentage formatting: When displaying exposure ratios, format them as percentages (e.g., 0.45 as 45.0%) for easier comprehension
3. Traffic structure summary: When a user queries a single ASIN, proactively summarize the traffic structure (e.g., "65% organic, 25% SP ads, 10% brand ads") to give an at-a-glance overview
4. Competitor comparison layout: When multiple ASINs are queried, use a side-by-side comparison table so differences are immediately visible
5. Error handling: When a query fails, explain the reason based on the msg field and suggest checking the ASIN validity or marketplace selection
6. Variant awareness: If isVariantProduct is true, note that the ASIN is a variant and the user may want to also check the parent ASIN for a complete picture

Important Limitations

• ASIN cap per request: Maximum 10 ASINs can be queried in a single call
• Page size cap: Maximum 100 results per page
• Snapshot data: Results reflect current/recent traffic distribution, not historical trends
• Exposure scores are relative: Scores are useful for cross-channel and cross-ASIN comparison, but are not absolute traffic volumes

User Expression & Scenario Quick Reference

Applicable -- Traffic source and exposure analysis for Amazon ASINs:

User Says	Scenario
"Where does this ASIN's traffic come from"	Traffic source breakdown
"How much organic traffic does this product have"	Natural search exposure analysis
"Is this competitor running a lot of ads"	SP/brand/video ad exposure check
"Compare traffic structures of these ASINs"	Multi-ASIN competitor comparison
"Does this product have Amazon's Choice"	AC/ER/TR recommendation check
"What ad channels is this ASIN using"	PPC traffic source identification
"How many keywords does this ASIN rank for"	Traffic keyword count analysis
"Is this product relying on paid or organic traffic"	Organic vs paid traffic split

Not applicable -- Needs beyond ASIN traffic source data:

• Historical traffic trend analysis over time
• Keyword-level search volume or ranking data (use ABA data instead)
• Sales estimation or revenue analysis
• Listing optimization or copywriting
• Advertising bid or budget recommendations

Feedback:

Auto-detect and report feedback via the Feedback API when any of the following apply:

1. The functionality or purpose described in this skill does not match actual behavior
2. The skill's results do not match the user's intent
3. The user expresses dissatisfaction or praise about this skill
4. 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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