Agent Skillsmtarcure/claude-vibe-squad › keyword-clustering

keyword-clustering

GitHub

将搜索查询按意图和主题聚类,映射至页面并生成包含来源、日期、本地化等元数据的证据表。确保规则可复现,明确分裂/合并逻辑及例外原因,避免内容重复竞争。

.agents/skills/keyword-clustering/SKILL.md mtarcure/claude-vibe-squad

触发场景

需要对大量搜索查询进行意图分类和分组 需要为SEO优化生成关键词到页面的映射关系 需要分析现有或潜在的内容重叠(Cannibalization)

安装

npx skills add mtarcure/claude-vibe-squad --skill keyword-clustering -g -y
更多选项

非标准路径

npx skills add https://github.com/mtarcure/claude-vibe-squad/tree/main/.agents/skills/keyword-clustering -g -y

不安装直接使用

npx skills use mtarcure/claude-vibe-squad@keyword-clustering

指定 Agent (Claude Code)

npx skills add mtarcure/claude-vibe-squad --skill keyword-clustering -a claude-code -g -y

安装 repo 全部 skill

npx skills add mtarcure/claude-vibe-squad --all -g -y

预览 repo 内 skill

npx skills add mtarcure/claude-vibe-squad --list

SKILL.md

Frontmatter
{
    "name": "keyword-clustering",
    "audience": "specialist",
    "description": "Use when supplied or grounded search queries must be grouped into reproducible intent\/topic clusters and mapped one-cluster-per-page; emit the evidence table with source\/date\/locale\/device and explicit split\/merge rules. Not for measuring ranking impact without analytics."
}

Keyword Clustering

Group supplied or grounded search queries by intent and topic, and map each reproducible cluster to a page.

Required evidence table

Produce one row per normalized query with these fields: source, collection date, locale, device, raw query, normalized query, intent label, intent confidence, similarity/split-merge rule applied, cluster ID, target page, and exception rationale. Pin the similarity method and split/merge threshold before clustering; if judgment overrides that rule, the row's exception rationale makes the override reviewable.

Steps

  1. Record the query source, collection date, locale, and device; never invent query or volume evidence.
  2. Normalize each raw query with a stated rule while preserving the raw value in the table.
  3. Tag intent as informational / navigational / transactional / commercial, with a confidence value and an explicit multi-intent exception where one label would misrepresent the query.
  4. Apply the pinned similarity and split/merge rule so one cluster expresses one reviewable user need.
  5. Map each cluster to one target page/content piece and record why any mapping exception is necessary.
  6. Flag cannibalization wherever existing or proposed pages compete for the same cluster.

Acceptance

  • Every query has complete source/date/locale/device provenance and an intent confidence.
  • The normalization, similarity, and split/merge rules are fixed and replayable; exceptions carry reasons.
  • Each cluster maps to exactly one page (no two pages target the same cluster).
  • Queries/volumes are grounded, not fabricated, and the required evidence table accompanies the map.

版本历史

  • d5262e2 当前 2026-09-11 11:24

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元信息

文件数
0
版本
d5262e2
Hash
7631f8ea
收录时间
2026-09-11 11:24

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