seo-cluster SKILL.md skillA

seo-cluster from haniubub/seo-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add haniubub/seo-toolkit/seo-cluster@v2.2.5

Pins v2.2.5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
haniubub/seo-toolkit
Path
skills/seo-cluster/SKILL.md
Versions recorded
1
Latest version
v2.2.5, committed Sep 11, 2026
Size
13,362 bytes
Repository stars
8
License
a license file GitHub does not identify

SERP-based semantic topic clustering for content architecture planning. Groups keywords by actual Google SERP overlap (not text similarity), designs hub-and-spoke content clusters with internal link matrices, and generates interactive visualizations. Optionally executes content creation if claude-blog is installed. Use when user says "topic cluster", "content cluster", "semantic clustering", "pillar page", "hub and spoke", "content architecture", "keyword grouping", or "cluster plan".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Semantic Topic Clustering

SERP-overlap-driven keyword clustering for content architecture. Groups keywords
by how Google actually ranks them (shared top-10 results), not by text similarity.
Designs hub-and-spoke content clusters with internal link matrices and generates
interactive cluster map visualizations.

**Scripts:** Located at the plugin root `scripts/` directory.

---

## Quick Reference

| Command | What it does |
|---------|-------------|
| `/seo cluster plan <seed-keyword>` | Full planning workflow: expand, cluster, architect, visualize |
| `/seo cluster plan --from strategy` | Import from existing `/seo plan` output |
| `/seo cluster execute` | Execute plan: create content via claude-blog or output briefs |
| `/seo cluster map` | Regenerate the interactive cluster visualization |

---

## Planning Workflow

### Step 1: Seed Keyword Expansion

Expand the seed keyword into 30-50 variants using WebSearch:

1. **Related searches**: Search the seed, extract "related searches" and "people also search for"
2. **People Also Ask (PAA)**: Extract all PAA questions from SERP results
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add haniubub/seo-toolkit/seo-cluster@sha256:e418337d324d35af

The line at the top of this page pins the label v2.2.5, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_orevv7aobv6vsfwm.svg)](https://markdownregistry.com/a/art_orevv7aobv6vsfwm)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 11, 2026.

versioncommittedcommitsizeaudit
v2.2.5 latest2026-09-11 2d54ba3 13,362 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (13362 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

haniubub/seo-toolkit · 8 stars · license a license file GitHub does not identify · pushed 2026-09-11 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_orevv7aobv6vsfwm
GET https://markdownregistry.com/api/v1/resolve?ref=haniubub/seo-toolkit/seo-cluster
GET https://markdownregistry.com/api/v1/blob/e418337d324d35af7103edfe2cc361e9514eb26ea7f2db47f99d37815d767892

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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