Agent skill

Linkfox Sorftime Walmart Keyword Research

by linkfox-ai in linkfox-ai/linkfox-skills

调用 Sorftime 研究 Walmart 美国站关键词市场、名称反查词、搜索结果商品、关键词详情、商品关联词与扩展词,并管理收藏关键词目录。当用户提到 Walmart 关键词研究、搜索量或排名筛选、商品反查关键词、相关关键词、关键词详情、关键词搜索结果商品、收藏关键词、关键词分组、keyword research、keyword discovery、related keywords 或…

MITAuto-check passedMarketing & SEO

Install Linkfox Sorftime Walmart Keyword Research

skills CLI
$ npx skills add linkfox-ai/linkfox-skills --skill linkfox-sorftime-walmart-keyword-research -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install linkfox-ai/linkfox-skills linkfox-sorftime-walmart-keyword-research --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/linkfox-ai/linkfox-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/linkfox-sorftime-walmart-keyword-research .claude/skills/linkfox-sorftime-walmart-keyword-research && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
linkfox-sorftime-walmart-keyword-research
GitHub stars
107
Token cost
~1.8k tokens
SKILL.md length
733 words
Files
5 (incl. scripts, references)
Skills in repo
177
Repo updated
First seen
Licence
MIT

At a glance

调用 Sorftime 研究 Walmart 美国站关键词市场、名称反查词、搜索结果商品、关键词详情、商品关联词与扩展词,并管理收藏关键词目录。当用户提到 Walmart 关键词研究、搜索量或排名筛选、商品反查关键词、相关关键词、关键词详情、关键词搜索结果商品、收藏关键词、关键词分组、keyword research、keyword discovery、related keywords 或…

  • Works in 5 steps: State the selected operation and show… → Preserve metric meanings and observation… → Report the requested page and offer… → …
  • Tasks that involve Keyword research
  • SKILL.md covers Core Concepts, Operation Routing, Parameter Guide and 调用方式, plus 7 more sections
  • Runs Python scripts from its folder; calls python; needs LINKFOX_AGENT_API_KEY and LINKFOXAGENT_API_KEY

What it does

Linkfox Sorftime Walmart Keyword Research is an agent skill from linkfox-ai/linkfox-skills. 调用 Sorftime 研究 Walmart 美国站关键词市场、名称反查词、搜索结果商品、关键词详情、商品关联词与扩展词,并管理收藏关键词目录。当用户提到 Walmart 关键词研究、搜索量或排名筛选、商品反查关键词、相关关键词、关键词详情、关键词搜索结果商品、收藏关键词、关键词分组、keyword research、keyword discovery、related keywords 或 product keywords 时使用。

Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `references/api.md`, `references/onboarding.md` and `scripts/onboarding.py`).

It sits in Marketing & SEO, covering Keyword research. The licence is MIT.

When your agent uses it

  • Tasks that involve Keyword research

Example prompts

  • “/linkfox-sorftime-walmart-keyword-research”

Requirements

  • Python 3
  • A credential in LINKFOX_AGENT_API_KEY
  • A credential in LINKFOXAGENT_API_KEY

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. State the selected operation and show requestConsumed, costCredit, and costToken when returned. If _cache.hit=true, make clear that the…
  2. Preserve metric meanings and observation windows; do not turn estimates into guaranteed demand or sales.
  3. Report the requested page and offer another only after explaining that it creates another paid call.
  4. Treat product IDs and keywords as strings.
  5. For mutations, report the returned data code; HTTP 200 alone does not prove mutation success.

What it can do on your machine

Read from SKILL.md and the folder at commit 38fef04. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 2 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • skill.linkfox.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • LINKFOX_AGENT_API_KEY
    • LINKFOXAGENT_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Linkfox Sorftime Walmart Keyword Research loads about 1.8k tokens when it runs, and up to ~5.7k if it reads all its reference files. Until then it costs about 65 tokens; SKILL.md has 733 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~1.8k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~5.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from linkfox-ai/linkfox-skills at commit 38fef04, republished under its MIT licence (© linkfox-ai). 733 words, ~1,795 tokens.

Download SKILL.mdSave it as .claude/skills/linkfox-sorftime-walmart-keyword-research/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.
name
linkfox-sorftime-walmart-keyword-research
description
调用 Sorftime 研究 Walmart 美国站关键词市场、名称反查词、搜索结果商品、关键词详情、商品关联词与扩展词,并管理收藏关键词目录。当用户提到 Walmart 关键词研究、搜索量或排名筛选、商品反查关键词、相关关键词、关键词详情、关键词搜索结果商品、收藏关键词、关键词分组、keyword research、keyword discovery、related keywords 或 product keywords 时使用。

Walmart 关键词研究

Use one Sorftime endpoint to research Walmart US keywords or explicitly manage the saved-keyword library.

Core Concepts

  • Send exactly one operation per request. Never run multiple keyword operations as an automatic discovery chain.
  • Use a flat JSON body. The only business nesting is the optional pattern object for marketQuery.
  • operation values are case-sensitive. A different operation, page, or filter is another paid call.
  • favoriteAdd and favoriteChange mutate external account data and require an explicit, unambiguous user request.

Operation Routing

IntentoperationRequired inputSorftime Request
Filter current hot keywordsmarketQueryNone; filters optional5
Find hot keywords from a namesearchByNamename1
Find products for a hot keywordsearchProductskeyword5
Inspect keyword metricsdetailkeyword1
Find a product's associated keywordsproductKeywordsproductId1
Expand related keywordsrelatedKeywordskeyword5
Add a saved keywordfavoriteAddkeyword1
Delete or move a saved keywordfavoriteChangekeyword, command0
List saved keywords or foldersfavoriteListcommand1

Read references/api.md for the complete conditional parameter matrix before calling.

Parameter Guide

  • marketQuery: optional pattern.keyword, pattern.rankCondition, and pattern.searchVolumeCondition; pageIndex defaults to 1 and pageSize to 20 (20–200).
  • A one-value condition such as [10000] is a lower bound. [0,10000] follows Sorftime's documented less-than-10000 semantics.
  • searchByName: name is a product or category name; pageIndex defaults to 1, and Sorftime returns at most 200 rows per page.
  • searchProducts, productKeywords, and relatedKeywords: pagination defaults to page 1 and 20 rows, maximum 200.
  • favoriteList exposes pageIndex (default 1); the backend maps it to Sorftime's upstream Page field.

调用方式

  • API 端点:POST /sorftime/walmart/keywordResearch(完整参数/响应/错误码见 references/api.md)
  • Python 脚本:python scripts/sorftime_walmart_keyword_research.py '<JSON 参数>' [--inline]
  • 成本约束:本工具会消耗算力;只读研究操作对同一参数组合使用 24h 本地缓存,favoriteAdd、favoriteChange、favoriteList 始终绕过缓存。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-sorftime-walmart-keyword-research-<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:

  • 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

Keyword Library Safety

  • Add to the default “未分类” folder by omitting dict; a provided folder may be created by Sorftime.
  • Delete with command="del". Omitting dict operates on the default “未分类” folder; specify dict to delete from another folder.
  • Move with command="move=<目标目录>". Omitting dict means the source is “未分类”.
  • List with command equal to all, dict, or dict=<目录>.
  • If an explicitly authorized mutation truly must be repeated after external state changed, use --no-cache; never use it to bypass the confirmation guard.
  • favoriteAdd, favoriteChange, and favoriteList always bypass the local cache, so mutations are never suppressed and list results reflect the latest upstream state.
  • The exposed operations do not delete folders. Removing the final keyword can leave an empty folder in the API library.
Show full SKILL.md (292 more words)Show less

Usage Examples

bash
python scripts/sorftime_walmart_keyword_research.py '{"operation":"marketQuery","pattern":{"keyword":"wireless","searchVolumeCondition":[10000]},"pageIndex":1,"pageSize":20}'
python scripts/sorftime_walmart_keyword_research.py '{"operation":"detail","keyword":"wireless earbuds"}'
python scripts/sorftime_walmart_keyword_research.py '{"operation":"productKeywords","productId":"5169493923","pageIndex":1,"pageSize":20}'
python scripts/sorftime_walmart_keyword_research.py '{"operation":"favoriteList","command":"dict","pageIndex":1}'

Run mutation operations only after explicit authorization.

Display Rules

  1. State the selected operation and show requestConsumed, costCredit, and costToken when returned. If _cache.hit=true, make clear that the cached values describe the original live request and no new production charge occurred.
  2. Preserve metric meanings and observation windows; do not turn estimates into guaranteed demand or sales.
  3. Report the requested page and offer another only after explaining that it creates another paid call.
  4. Treat product IDs and keywords as strings.
  5. For mutations, report the returned data code; HTTP 200 alone does not prove mutation success.

Important Limitations

  • This integration targets Walmart US only.
  • Current-hot-keyword data, the 15-day product window, and the 30-day product-keyword window are Sorftime constraints.
  • A single saved-keyword folder supports at most 2,000 keywords.
  • The API saved-keyword library is separate from Sorftime Professional favorites; data is not synchronized between them.
  • Read the Sorftime business response from data.value; its JSON shape varies by operation.
  • Empty results must not trigger automatic variants, pagination, or related-keyword calls.
  • This skill excludes Sorftime Walmart “其他” APIs.

User Expression & Scenario Quick Reference

Applicable: Walmart keyword discovery, keyword metrics, product-to-keyword research, related terms, or an explicit saved-keyword-library action.

Not applicable: category-market reports, product detail/trend analysis, or any Sorftime Walmart “其他” capability.

Boundary judgment: Choose exactly one operation that matches the user's stated intent; never turn one keyword request into an automatic multi-step research chain.

算力消耗规则

按动态规则计费:单个 Sorftime Request 当前显示为 6 算力;多 Request 操作由网关按整单计算并取整,最终以入口脚本返回的 costCredit 为准,不要简单用 requestConsumed × 6 代替实际账单。

用户会因算力消耗而支付费用。高消耗筛选、扩展词或连续分页前必须提醒用户;任何收藏变更都须明确授权。

Feedback:

Auto-detect and report feedback via the Feedback API when behavior or results mismatch intent, the user expresses praise or dissatisfaction, or an improvement is apparent. Follow references/api.md without interrupting the user's flow.


For more high-quality, professional cross-border e-commerce skills, visit LinkFox Skills.

© linkfox-ai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 4 other files (scripts, references) in skills/linkfox-sorftime-walmart-keyword-research of linkfox-ai/linkfox-skills.

  • SKILL.md
  • references/api.md
  • references/onboarding.md
  • scripts/onboarding.py
  • scripts/sorftime_walmart_keyword_research.py

Open the folder on GitHubat commit 38fef04

Compare with similar skills

Linkfox Sorftime Walmart Keyword Research next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Linkfox Sorftime Walmart Keyword Research compared with similar skills
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Categories

Questions about Linkfox Sorftime Walmart Keyword Research

What does Linkfox Sorftime Walmart Keyword Research do?

调用 Sorftime 研究 Walmart 美国站关键词市场、名称反查词、搜索结果商品、关键词详情、商品关联词与扩展词,并管理收藏关键词目录。当用户提到 Walmart 关键词研究、搜索量或排名筛选、商品反查关键词、相关关键词、关键词详情、关键词搜索结果商品、收藏关键词、关键词分组、keyword research、keyword discovery、related keywords 或…. Linkfox Sorftime Walmart Keyword Research is an agent skill from linkfox-ai/linkfox-skills.

When should I use Linkfox Sorftime Walmart Keyword Research?

Linkfox Sorftime Walmart Keyword Research fits situations like: tasks that involve Keyword research.

How do I install Linkfox Sorftime Walmart Keyword Research in Claude Code?

Run `npx skills add linkfox-ai/linkfox-skills --skill linkfox-sorftime-walmart-keyword-research -a claude-code`. Or copy the skill folder (skills/linkfox-sorftime-walmart-keyword-research in linkfox-ai/linkfox-skills) into .claude/skills/linkfox-sorftime-walmart-keyword-research in your project. Claude Code loads it when a task matches its description.

How do I install Linkfox Sorftime Walmart Keyword Research in Codex?

Run `npx skills add linkfox-ai/linkfox-skills --skill linkfox-sorftime-walmart-keyword-research -a codex`. Or copy the skill folder (skills/linkfox-sorftime-walmart-keyword-research in linkfox-ai/linkfox-skills) into .agents/skills/linkfox-sorftime-walmart-keyword-research in your project. Codex loads it when a task matches its description.

Can I use Linkfox Sorftime Walmart Keyword Research in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add linkfox-ai/linkfox-skills --skill linkfox-sorftime-walmart-keyword-research -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/linkfox-sorftime-walmart-keyword-research, .gemini/skills/linkfox-sorftime-walmart-keyword-research, .github/skills/linkfox-sorftime-walmart-keyword-research and .opencode/skills/linkfox-sorftime-walmart-keyword-research in your project.

What does Linkfox Sorftime Walmart Keyword Research need to run?

Going by SKILL.md and its folder, Linkfox Sorftime Walmart Keyword Research needs Python for the scripts in its folder, the command-line tools its instructions call (python) and credentials named LINKFOX_AGENT_API_KEY and LINKFOXAGENT_API_KEY. Our summary lists: Python 3; A credential in LINKFOX_AGENT_API_KEY; A credential in LINKFOXAGENT_API_KEY.

Does Linkfox Sorftime Walmart Keyword Research access the network?

SKILL.md names 1 domain. As links in the text: skill.linkfox.com. This is read from the text; nothing was executed.

Is Linkfox Sorftime Walmart Keyword Research safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Linkfox Sorftime Walmart Keyword Research use?

Linkfox Sorftime Walmart Keyword Research is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Linkfox Sorftime Walmart Keyword Research use?

About 1.8k tokens (SKILL.md is roughly 7.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 3.9k tokens, read only when the agent opens those files.

What are the alternatives to Linkfox Sorftime Walmart Keyword Research?

Skills that share tags, products or a category with Linkfox Sorftime Walmart Keyword Research: SEO Keyword Clustering (AgriciDaniel/claude-seo, 19k stars), Evaluate Skill (every-app/open-seo, 23k stars), SEO Content Brief Generator (AgriciDaniel/claude-seo, 19k stars) and Blog Google (AgriciDaniel/claude-blog, 2.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Linkfox Sorftime Walmart Keyword Research?

linkfox-ai (a GitHub user) maintains it in linkfox-ai/linkfox-skills, which has 107 GitHub stars. The repository holds 177 skills in this directory. The repository was last updated on September 14, 2026.

Source: linkfox-ai/linkfox-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.