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- Copia il comando e controlla il pacchetto prima di installarlo nel tuo ambiente agente.
- Controlla strumenti, credenziali e ambienti richiesti nel documento originale.
- Descrivi input e risultato desiderato; confronta l’output con le fonti.
npx skills add https://github.com/linkfox-ai/linkfox-skills --skill linkfox-sif-keyword-summaryPrima di iniziare
- L’installazione non include abbonamenti, quote API o accesso ai file.
- Stelle e installazioni indicano attività, non un test indipendente di qualità o sicurezza.
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SIF Keyword Traffic Source Summary
This skill guides you on how to query and analyze keyword traffic source data for Amazon products, helping sellers understand the traffic structure behind keywords — including organic search, Sponsored Products (SP) ads, brand ads, video ads, and various Amazon recommendation placements.
Core Concepts
The SIF Keyword Summary tool returns, for one given keyword, the list of ASINs appearing under that keyword along with their per-keyword traffic exposure breakdown and their product-level cross-channel traffic mix. It answers: Who is taking traffic under this keyword, and through which channels?
Traffic channels analyzed:
- Natural Search — organic search result positions
- SP Ads (Sponsored Products) — paid product ad placements (regular slot)
- Brand Ads (SB) — top and bottom brand ad placements on the search results page
- Video Ads (SBV) — Sponsored Brands Video placements
- SP Recommendation slots — Trending now / Seen on social media / Customers frequently viewed / 4 stars and above
- Amazon's Choice (AC) — Amazon's Choice badge recommendations
- Editorial Recommendations (ER) — editorial/curated recommendation placements
- Top Rated (TR) — high-rating recommendation placements
Two score families (important — do not mix):
- Product-level fields (no prefix, e.g.
naturalSearchExposureScore): the ASIN's overall exposure across all keywords. - Keyword-level fields (
keyword…prefix, e.g.keywordNaturalExposureScore): the ASIN's exposure on just this one queried keyword.
Parameter Guide
Required Parameter
| Parameter | Type | Description |
|---|---|---|
| searchKeyword | string | The search keyword to analyze. Translate to the target marketplace's language when applicable. Max 1000 characters. |
Optional Parameters
| Parameter | Type | Default | Description |
|---|---|---|---|
| country | string | US | Marketplace code (13 supported — see list below). |
| asins | string | (none) | Comma-separated ASIN filter; if omitted, returns all ASINs appearing under the keyword. Max 1000 chars. |
| condition | string | (none) | Filter by a specific traffic source. Only one value per request. See Condition Filters below. |
| last7d | boolean | true | Use the latest 7 days. When false, the API uses startDate/endDate. |
| startDate | string | — | yyyy-MM-dd. Takes effect when last7d=false; if omitted, the system's latest integral week is used. |
| endDate | string | — | yyyy-MM-dd, paired with startDate. |
| sortBy | string | (default) | Sort field. See sortBy section below. |
| pageNum | integer | 1 | Page number for pagination. |
| pageSize | integer | 100 | Results per page. Min 10, max 100. |
| desc | boolean | true | Sort in descending order. |
Supported Marketplaces
13 marketplaces: US (United States), UK (United Kingdom), DE (Germany), CA (Canada), JP (Japan), FR (France), ES (Spain), IT (Italy), MX (Mexico), AU (Australia), AE (United Arab Emirates), BR (Brazil), SA (Saudi Arabia).
Default marketplace is US. Codes outside this list will be rejected by the API pattern.
Condition Filters
Each request can include at most one condition filter. Flag-style:
| Value | Meaning |
|---|---|
| nfPosition | Natural search traffic keywords |
| isSpAd | SP ad keywords |
| isVedioAd | Video ad keywords |
| isBrandAd | Brand ad keywords |
| isPPCAd | PPC ad keywords (all paid ad types) |
| isSearchRecommend | Search recommendation keywords |
| acAd | SP recommendation (Trending now / Customers frequently viewed / etc.) |
Period-count filters (.total full / .in new-in):
| Value | Meaning |
|---|---|
| totalPeriod.in | Newly-entered traffic keywords this period |
| nfKeywordCnt.total / nfKeywordCnt.in | Keywords with (new) organic exposure |
| adKeywordCnt.total / adKeywordCnt.in | Keywords with (new) ad exposure |
| allSpKeywordCnt.total / allSpKeywordCnt.in | (New) SP-ad keywords (regular + recommendation) |
| spKeywordCnt.total / spKeywordCnt.in | (New) SP regular keywords |
| recSpKeywordCnt.total / recSpKeywordCnt.in | (New) SP recommendation keywords |
| allSbKeywordCnt.total / allSbKeywordCnt.in | (New) SB-ad keywords |
| sbKeywordCnt.total / sbKeywordCnt.in | (New) SB regular keywords |
| sbvKeywordCnt.total / sbvKeywordCnt.in | (New) SBV keywords |
sortBy
Leave empty for system default. Valid values:
totalKeywordNum (total keyword count), naturalKeywordNum, brandKeywordNum, vedioKeywordNum, acKeywordNum, erKeywordNum, trKeywordNum, sumScore (total exposure across all keywords), totalNfScore, totalSpSocre (note spelling), totalBrandScore, totalVedioScore, totalAcScore, totalTrScore, totalErScore.
调用方式
- API 端点：
POST /sif/keywordSummary（完整参数/响应/错误码见references/api.md） - Python 脚本：
python scripts/sif_keyword_traffic.py '<JSON 参数>' [--inline] - 成本约束：本工具会消耗算力；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-sif-keyword-summary-<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。
解决认证和算力问题
发生以下异常情况时，采用 references/onboarding.md 引导解决问题：
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
- 响应提示算力或余额不足：消息含"算力余额不足/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。
Usage Examples
1. Basic keyword traffic overview Query the traffic source breakdown for a keyword in the US marketplace:
searchKeyword: "wireless charger", country: "US"2. Filter for organic search traffic only See only ASINs that appear in natural search results for a keyword:
searchKeyword: "wireless charger", country: "US", condition: "nfPosition"3. Analyze SP ad competition Find which ASINs are running SP ads for a keyword:
searchKeyword: "wireless charger", country: "US", condition: "isSpAd"4. SP recommendation slots Find ASINs surfacing in SP recommendation slots (Trending now, Customers frequently viewed, etc.):
searchKeyword: "wireless charger", country: "US", condition: "acAd"5. Keyword analysis for a non-US marketplace Analyze traffic sources in the Japan marketplace (use the local language keyword):
searchKeyword: "ワイヤレス充電器", country: "JP"6. Focus on specific competitor ASINs Limit results to a small set of competing ASINs:
searchKeyword: "wireless charger", country: "US", asins: "B01NBNDC1T,B09VLJJPL6"7. Custom date range
searchKeyword: "wireless charger", country: "US", last7d: false, startDate: "2026-04-05", endDate: "2026-04-11"8. Rank ASINs by their overall SP exposure
searchKeyword: "wireless charger", country: "US", sortBy: "totalSpSocre", desc: true9. Newly-entered traffic keywords this period
searchKeyword: "wireless charger", country: "US", condition: "totalPeriod.in"Display Rules
- Present data clearly: Show query results in well-structured tables. Group data by traffic channel exposure ratios for easy comparison.
- Distinguish product-level vs keyword-level scores: Do not mix
naturalSearchExposureScore(product-wide) withkeywordNaturalExposureScore(this keyword only). Label columns so users know which scope they are reading. - Highlight key ratios: When displaying results, emphasize the natural search exposure ratio vs. paid ad exposure ratio to help users quickly assess the organic-to-paid balance.
- Translate field names: Present field names in user-friendly language rather than raw API field names (e.g., "Natural Search Exposure Ratio" instead of "naturalSearchExposureRatio").
- Volume notice: When results are large (high total count), show core data and remind users they can paginate to see more results.
- Period annotation: When comparing exposure/counts, label the resolved window — default
last7d; orstartDate ~ endDateif a custom range was set. Also surfacedataPeriodStartDateon each row. - Error handling: When a query fails, explain the reason based on the
msgfield and suggest adjusting query parameters (e.g., checking keyword spelling or marketplace code). - Percentage formatting: Display exposure ratios as percentages (e.g., 0.45 as "45%") for readability.
- Traffic source summary: When presenting a single ASIN's data, provide a brief traffic composition summary (e.g., "This product gets 60% of its exposure from organic search, 25% from SP ads, and 15% from brand ads"); prefer keyword-level fields when the user asks specifically about this keyword.
Important Limitations
- Single condition filter: Only one
conditionvalue can be used per request. To compare multiple traffic sources, make separate requests. - Marketplace coverage: 13 marketplaces only — IN / NL / SE / PL / TR / SG are no longer available.
- Keyword language: The
searchKeywordshould be in the language of the target marketplace for best results. - Result cap: Each page returns at most 100 records.
- Scope: This endpoint focuses on per-keyword ASIN traffic; it does not return whole-ASIN metadata, cross-channel keyword counts, or variant aggregation. Use the ASIN traffic-source tool for those.
User Expression & Scenario Quick Reference
Applicable — Traffic source and competition structure analysis for Amazon keywords:
| User Says | Scenario |
|---|---|
| "Where does the traffic come from for this keyword" | Traffic source breakdown |
| "How much organic vs paid traffic" | Organic/paid ratio analysis |
| "Who's running SP ads for this keyword" | SP ad competition analysis (condition=isSpAd) |
| "Which products are in SP recommendation slots" | SP recommendation lookup (condition=acAd) |
| "Which products have Amazon's Choice" | AC badge analysis (via amazonsChoiceExposureScore) |
| "Is this keyword dominated by ads" | Ad saturation assessment |
| "Show me the brand ad competition" | Brand ad landscape analysis |
| "Traffic structure for my competitor's keyword" | Competitive traffic analysis |
| "Which products get editorial recommendations" | ER placement analysis |
| "Compare these 2 ASINs on this keyword" | ASIN filter via asins="B0A,B0B" |
| "For the week of March 8, traffic under this keyword" | Custom startDate/endDate window |
| "Newly-entered traffic keywords this period" | New-in filter (condition=totalPeriod.in) |
Not applicable — Needs beyond keyword traffic source analysis:
- Historical keyword ranking trends beyond current + custom window (use ABA data tools)
- Advertising bid/budget optimization
- Product reviews or listing content
- Sales volume estimation
- Full keyword search volume curve over time
- Whole-ASIN traffic structure across all keywords (use the SIF ASIN traffic-source tool)
算力消耗规则
消耗 9 算力。
用户会因算力消耗而支付费用。请充分评估：当需要高频调用本技能，或用户对算力消耗量预期不足时，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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