Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add tranfu-labs/tranfu-skills --skill discover-keyword-seedsgit clone --depth 1 https://github.com/tranfu-labs/tranfu-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/tranfu-labs/tranfu-skills/discover-keyword-seeds)<a href="https://agentmods.dev/skills/tranfu-labs/tranfu-skills/discover-keyword-seeds"><img src="https://agentmods.dev/badge/skills/tranfu-labs/tranfu-skills/discover-keyword-seeds/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/tranfu-labs/tranfu-skills/discover-keyword-seeds"><img src="https://agentmods.dev/badge/skills/tranfu-labs/tranfu-skills/discover-keyword-seeds.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00161 | $0.01935 |
| Opus 5 | $0.00081 | $0.00967 |
| Sonnet 5 | $0.00032 | $0.00387 |
| Haiku 4.5 | $0.00016 | $0.00194 |
Grade A, and why
discover-keyword-seeds scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 140 lines — stays where its author put it; the contents beside it link to each section on GitHub.
种子词发现
把一条模糊机会线索转成可供 Semrush、Search Console 和搜索引擎验证的英文种子词簇。保持“生成假设”和“验证证据”分离。
When to use
处理机会锚点拆解和英文种子词扩展。输入可以是一句话、用户问题、产品名称、竞品网址、真实查询或已验证产品类别。只产出搜索探针，不判断搜索需求是否成立。
同类 Skill 对比
由 tranfu-publish 起草，作者签字。帮助阅读者横向决定要装哪个或跳到更合适的同类。
公司库内
- market-analysis — 做全景市场、行业和竞争格局研究；本 skill 区别：只把机会锚点转成待验证种子词。
- elite-market-researcher — 提供深度市场研究心智与决策报告；本 skill 区别：输出轻量、结构化的搜索探针。
外部世界
- ecommerce-keyword-research — 面向电商平台生成高转化关键词；本 skill 区别：不限定行业、平台或产品形态。
- etsy-keyword-research — 面向 Etsy 标签、长尾词和季节趋势；本 skill 区别：从用户任务与付费结果开始，不绑定平台。
本 skill 独特价值
- 机会锚点先拆用户任务结果
- 八类英文种子词固定输出
- 明确禁止把种子词当证据
使用技巧
由 tranfu-publish 引导起草。帮助阅读者纵向上手；横向比较见上方同类 Skill 对比。
材料方案
- 至少提供一句机会锚点
- 竞品网址和真实查询均可选
- 默认研究全球英文市场
推荐用法
- 先跑本 skill，再跑调研 skill
- 输入越具体，词簇越少重复
- 多个锚点应分别生成再合并
已知限制
- 不提供搜索量和难度数据
- 不证明用户已经愿意付费
- 不代替关键词调研和立项
输入
尽量收集以下信息；缺失但不影响方向时，写明假设后继续，不要为了补齐字段而停住。
- 机会锚点：必填。用户任务、产品类别、竞品、查询或一句机会描述。
- 目标市场：默认全球英文。
- 已知用户、场景或结果：可选。
- 已知竞品、网址或真实查询：可选。
- 排除范围：可选。
只有当机会锚点无法判断基本用户或任务，且不同解释会产生完全不同词簇时，才询问一个简短问题。
工作流程
1. 拆解机会锚点
先写出以下六项，不确定的内容标记为“假设”，不要伪装成事实：
| 项目 | 要回答的问题 |
|---|---|
| 用户 | 谁在执行或购买？ |
| 触发场景 | 什么时点或事件让需求出现？ |
| 任务 | 用户要完成什么动作？ |
| 结果 | 用户最终想获得什么结果？ |
| 成本或风险 | 当前方式为什么麻烦、慢、贵或危险？ |
| 付费角色 | 谁可能付钱，为什么付钱？ |
2. 生成八类英文种子词
围绕同一个用户任务生成下列词簇。优先使用用户会实际输入搜索框的自然表达，不堆砌同义词。
| 词簇 | 生成方向 |
|---|---|
| 任务词 | 完成动作，如 create、check、track、recover、convert |
| 产品词 | 用户寻找的工具、API、平台、服务或报告 |
| 问题词 | how、why、what、can I、error、failed 等问题表达 |
| 价格词 | price、cost、fee、cheap、free、quote、pricing |
| 比较词 | best、vs、compare、review、top、fastest、safest |
| 替代词 | alternative、replacement、without、manual service |
| 角色词 | developer、trader、project owner、compliance team 等 |
| 场景词 | 行业、平台、设备、地区、API、企业采购或具体事件场景 |
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 140 lines · 161 tokens per session scan A 3881d363e572
discover-keyword-seeds is a skill published in the GitHub repository tranfu-labs/tranfu-skills (2 stars, last pushed 2d ago), licensed MIT. It adds 161 tokens to every session and 1,935 once invoked, about $0.0008 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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