linkfox-seerfar-ozon-keyword-mining

name

linkfox-seerfar-ozon-keyword-mining

description

Seerfar Ozon 关键词挖掘：围绕一个种子关键词挖掘 Ozon（及 Wildberries）相关关键词，并按搜索热度、增长、商品数、卖家数、竞品数、价格、相关度、标题密度、加购转化等多维指标筛选，返回每个挖掘词的月搜热度、增长、市场空间、竞品/卖家数、均价、加购转化、Top 商品等市场画像，用于 Ozon 选词拓展、长尾词挖掘与种子词机会分析。当用户提到 Ozon 关键词挖掘、Ozon 选词拓展、Ozon 长尾词挖掘、围绕某词找相关词、Ozon 蓝海词挖掘、Seerfar Ozon、Ozon keyword mining, Ozon keyword expansion, Ozon related keywords, mine Ozon keywords 时触发此技能。即使用户未明确提到"Seerfar"，只要其意图是围绕一个种子词挖掘 Ozon 相关关键词并查看市场画像，也应触发此技能。

Seerfar Ozon Keyword Mining

This skill mines Ozon marketplace keywords around a seed keyword in the Seerfar analytics database and filters the discovered terms by rich performance metrics — search volume, 30-day growth, product/seller/competitor counts, average price, relevancy, title density, cart-add conversion, and more. Each mined keyword carries a full market profile (market space, return/cancellation rate, top products, Chinese translation), making it the starting point for Ozon keyword expansion, long-tail discovery, and seed-term opportunity analysis.

Core Concepts

Seed-driven, not market-browse: unlike a market keyword search, this endpoint requires a keyword (the seed) and returns terms related to that seed, each enriched with market metrics. You expand outward from a term you already have in mind.

Relevancy is the mining signal: relevancy scores how closely a mined term relates to the seed (the seed term itself returns at relevancy: 100, related terms rank lower); titleDensity reflects how densely the term appears in product titles. Both are populated on every row — sort by relevancy DESC to keep expansions on-topic.

Platform coverage: each keyword record carries a platform field (0 = Ozon, 1 = Wildberries). The dataset is Ozon-centric; Wildberries rows appear where available. There is no input to restrict the platform — filter client-side if needed.

Match mode: matchType controls how the seed keyword (and includeKeywords) are matched — 0 exact, 1 fuzzy. Choose fuzzy to broaden the expansion, exact to stay tight.

No date or category selectors: this endpoint does not accept searchDate or categories. If you need month-over-month or category-scoped browsing, use the market keyword search skill instead.

Parameters

Parameter	Type	Required	Description
keyword	string	yes	Seed keyword; mining expands around it (maxLength 1000).
page	object	yes	Pagination {page, pageSize, orders[]}. page from 1 (default 1), pageSize default 20. orders[] = {field, direction} with direction DESC/ASC.
matchType	integer	no	Keyword match mode: 0 exact, 1 fuzzy.
includeKeywords	array	no	Terms that must appear (max 1000); narrows the expansion.
excludeKeywords	array	no	Terms to exclude (max 1000); removes irrelevant expansions.
wordCount	{min,max}	no	Keyword word/char count range.
searchVolume	{min,max}	no	Monthly search volume range.
searchChange30	{min,max}	no	30-day search change range.
productViews	{min,max}	no	Product view range.
products	{min,max}	no	Product count range.
sellers	{min,max}	no	Seller count range.
price	{min,max}	no	Average price range.
marketSpace	{min,max}	no	Market space range.
conversionSharing	{min,max}	no	Conversion concentration range.
relevancy	{min,max}	no	Relevancy-to-seed range.
uniqQueriesWCa	{min,max}	no	Cart-add count range.
ca	{min,max}	no	Cart-add conversion rate range.
titleDensity

All range filters are {min, max} objects; supply either or both bounds. keyword and page are both required.

调用方式

• API 端点：POST /seerfar/ozon/keywordMining（完整参数/响应/错误码见 references/api.md）
• Python 脚本：python scripts/seerfar_ozon_keyword_mining.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-seerfar-ozon-keyword-mining-<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 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。

Usage Examples

1. Expand around a seed term (sort by search volume)

{"keyword": "платье", "page": {"page": 1, "pageSize": 10, "orders": [{"field": "searchVolume", "direction": "DESC"}]}}

2. Blue-ocean expansions — high volume, few sellers

{"keyword": "телефон", "page": {"page": 1, "pageSize": 20, "orders": [{"field": "searchVolume", "direction": "DESC"}]}, "searchVolume": {"min": 10000}, "sellers": {"max": 50}}

3. Keep expansions on-topic with relevancy + title density

{"keyword": "наушники", "page": {"page": 1, "pageSize": 20, "orders": [{"field": "relevancy", "direction": "DESC"}]}, "relevancy": {"min": 50}}

4. Narrow with include / exclude lists

{"keyword": "часы", "page": {"page": 1, "pageSize": 20}, "includeKeywords": ["женские"], "excludeKeywords": ["ремень"], "matchType": 1}

How to Build Queries

1. Always lead with the seed keyword: it is required and defines the expansion center. Pass it in Russian for Ozon.
2. Lead with page.orders: sort by the metric you care about (searchVolume DESC for popularity, relevancy DESC for on-topic, sellers ASC for low competition).
3. Stack range filters to find opportunities: combine a high searchVolume floor with a low sellers ceiling to surface blue-ocean expansions; add relevancy / titleDensity bounds to keep them relevant to the seed.
4. Use includeKeywords / excludeKeywords to steer the expansion: force in must-have modifiers and strip noise without running a second query.

Display Rules

1. Present data only: show mined-keyword metrics in a clear table without subjective advice.
2. Lead with keyword columns: query / queryCn (Chinese translation), then searchVolume, count30GrowthRate, productCount, sellers, avgPrice; show relevancy to convey closeness to the seed (the seed term itself is 100).
3. Russian keywords: preserve the original query; the queryCn field provides a Chinese translation when available.
4. Platform tag: when both Ozon and Wildberries rows are present, show platform (0/1) so the user can distinguish them.
5. Large result sets: when total is large, show the top rows and remind the user they can persist the full response via the large-response pattern below, or page further with page.page.
6. Error handling: when code is not 200 (or errcode is not 200), explain the reason from msg / errmsg and suggest adjusting the seed keyword or filters.

Important Limitations

• keyword + page required: a payload missing either is rejected.
• No date selector: there is no searchDate; you cannot pick a data month here. Use the market keyword search skill for month-scoped data.
• No category selector: categories is not accepted as input; each returned keyword carries a categories ID array you can group or filter client-side.
• dimension / categoryInfos not returned: both are defined in the schema and appear as columns, but real data[*] rows do not populate them on this endpoint. (categoryInfos IS populated on the sibling market-keyword-search endpoint — don't assume parity.)
• Nested fields: products[*] (Top 商品) is structured and decision-useful — see references/api.md for sub-fields. (categoryInfos[*] is documented there for schema completeness but is not returned on this endpoint; dimension / columns are opaque or partially populated.)

User Expression & Scenario Quick Reference

Applicable — seed-driven Ozon keyword expansion:

User Says	Scenario
"围绕 XX 词挖一下 Ozon 相关词"	Seed-keyword expansion
"Ozon 长尾词挖掘 / 拓展某个词的长尾"	Long-tail mining around a seed
"Ozon 某词的蓝海拓展词、低竞争高搜索"	Blue-ocean expansion (high volume, few sellers)
"Ozon 跟 XX 相关的词有哪些、相关度高的"	Relevancy-ranked expansion
"Ozon 某词拓展，但排除/必须包含某些词"	Include/exclude steered expansion

Not applicable — Needs beyond seed-driven keyword mining:

• Browse/rank the whole market's hot keywords without a seed → use the Seerfar Ozon market keyword search skill.
• A specific SKU's price/sales/stock → use a product-level Seerfar Ozon data source.
• A specific seller's catalog → use a seller/shop-level Seerfar Ozon data source.
• Month-over-month or category-scoped keyword browsing → use the market keyword search skill (supports searchDate / categories).

Boundary judgment: if the user wants to expand outward from a seed term and rank the related terms by market metrics, start here. If they want to browse the whole market of keywords (no seed) or scope by month/category, route to the market keyword search skill.

积分消耗规则

消耗 12 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:

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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