SEO Keyword Clustering
AgriciDaniel/claude-seo
Clusters keywords by how much their search results overlap and designs a hub-and-spoke content plan with an internal link matrix and an interactive cluster map.
Cluster keywords by semantic similarity and intent. An agent skill from guia-matthieu/clawfu-skills.
Install Keyword Clusterer
$ npx skills add guia-matthieu/clawfu-skills --skill keyword-clusterer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install guia-matthieu/clawfu-skills keyword-clusterer --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/guia-matthieu/clawfu-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/seo-tools/keyword-clusterer .claude/skills/keyword-clusterer && rm -rf skills-srcUse ~/.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/
Install the "keyword-clusterer" agent skill from https://github.com/guia-matthieu/clawfu-skills/tree/main/skills/seo-tools/keyword-clusterer into .claude/skills/keyword-clusterer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-clusterer", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/guia-matthieu/clawfu-skills/tree/main/skills/seo-tools/keyword-clustererType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add guia-matthieu/clawfu-skills --skill keyword-clusterer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install guia-matthieu/clawfu-skills keyword-clusterer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/guia-matthieu/clawfu-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/seo-tools/keyword-clusterer .agents/skills/keyword-clusterer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "keyword-clusterer" agent skill from https://github.com/guia-matthieu/clawfu-skills/tree/main/skills/seo-tools/keyword-clusterer into .agents/skills/keyword-clusterer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-clusterer", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add guia-matthieu/clawfu-skills --skill keyword-clusterer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install guia-matthieu/clawfu-skills keyword-clusterer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/guia-matthieu/clawfu-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/seo-tools/keyword-clusterer .cursor/skills/keyword-clusterer && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "keyword-clusterer" agent skill from https://github.com/guia-matthieu/clawfu-skills/tree/main/skills/seo-tools/keyword-clusterer into .cursor/skills/keyword-clusterer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-clusterer", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/guia-matthieu/clawfu-skills.git --path skills/seo-tools/keyword-clusterer--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add guia-matthieu/clawfu-skills --skill keyword-clusterer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install guia-matthieu/clawfu-skills keyword-clusterer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/guia-matthieu/clawfu-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/seo-tools/keyword-clusterer .gemini/skills/keyword-clusterer && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "keyword-clusterer" agent skill from https://github.com/guia-matthieu/clawfu-skills/tree/main/skills/seo-tools/keyword-clusterer into .gemini/skills/keyword-clusterer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-clusterer", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install guia-matthieu/clawfu-skills keyword-clustererInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add guia-matthieu/clawfu-skills --skill keyword-clusterer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/guia-matthieu/clawfu-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/seo-tools/keyword-clusterer .github/skills/keyword-clusterer && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "keyword-clusterer" agent skill from https://github.com/guia-matthieu/clawfu-skills/tree/main/skills/seo-tools/keyword-clusterer into .github/skills/keyword-clusterer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-clusterer", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add guia-matthieu/clawfu-skills --skill keyword-clusterer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install guia-matthieu/clawfu-skills keyword-clusterer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/guia-matthieu/clawfu-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/seo-tools/keyword-clusterer .opencode/skills/keyword-clusterer && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "keyword-clusterer" agent skill from https://github.com/guia-matthieu/clawfu-skills/tree/main/skills/seo-tools/keyword-clusterer into .opencode/skills/keyword-clusterer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "keyword-clusterer", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
keyword-clusterer- GitHub stars
- 150
- Token cost
- ~965 tokens
- SKILL.md length
- 216 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 31
- Repo updated
- First seen
- Licence
- MIT
At a glance
Cluster keywords by semantic similarity and intent. An agent skill from guia-matthieu/clawfu-skills.
- : organizing keyword research
- SKILL.md covers When to Use This Skill, What Claude Does vs What You…, Dependencies and Commands, plus 6 more sections
- Runs Python scripts from its folder; calls python and pip
- Creating content pillars
What it does
Keyword Clusterer is an agent skill from guia-matthieu/clawfu-skills. Cluster keywords by semantic similarity and intent. Use when: organizing keyword research; creating content pillars; mapping keywords to pages; identifying content gaps; grouping search intent
Its SKILL.md is about 970 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including scripts (for example `scripts/main.py`).
It sits in Marketing & SEO, covering Keyword research and Content strategy. The repository describes itself as: 172 expert marketing skills for AI agents — ClawFu MCP Server. The licence is MIT.
When your agent uses it
- : organizing keyword research
- Creating content pillars
- Mapping keywords to pages
- Identifying content gaps
Example prompts
- “/keyword-clusterer”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit 4108f5c. 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:
pythonpip
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Keyword Clusterer loads about 965 tokens when it runs. Until then it costs about 53 tokens; SKILL.md has 216 words of instructions outside code blocks.
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 guia-matthieu/clawfu-skills at commit 4108f5c, republished under its MIT licence (© guia-matthieu). 216 words, ~965 tokens.
Download SKILL.mdSave it as
.claude/skills/keyword-clusterer/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- keyword-clusterer
- description
- Cluster keywords by semantic similarity and intent. Use when: organizing keyword research; creating content pillars; mapping keywords to pages; identifying content gaps; grouping search intent
- license
- MIT
- metadata.author
- ClawFu
- metadata.version
- 1.0.0
- metadata.mcp-server
- @clawfu/mcp-skills
Keyword Clusterer
Group keywords by semantic similarity using embeddings - turn a keyword list into an organized content strategy.
When to Use This Skill
- Content planning - Group keywords into topic clusters
- Site structure - Map keywords to pages
- Intent analysis - Categorize by search intent
- Gap analysis - Find missing keyword themes
- PPC organization - Group keywords for ad groups
What Claude Does vs What You Decide
| Claude Does | You Decide |
|---|---|
| Structures analysis frameworks | Strategic priorities |
| Synthesizes market data | Competitive positioning |
| Identifies opportunities | Resource allocation |
| Creates strategic options | Final strategy selection |
| Suggests implementation approaches | Execution decisions |
Dependencies
pip install scikit-learn sentence-transformers pandas click
# For simpler usage without ML:
pip install click pandasCommands
Cluster Keywords
python scripts/main.py cluster keywords.csv --n-clusters 10
python scripts/main.py cluster keywords.csv --column keyword --n-clusters 15Find Similar
python scripts/main.py similar "content marketing" --count 20Analyze Intent
python scripts/main.py intent keywords.csv --column keywordExamples
Example 1: Cluster Keyword Research
# Input: keywords.csv with 500 keywords
python scripts/main.py cluster keywords.csv --n-clusters 12 --output clustered.csv
# Output:
# Cluster 1 (45 keywords): "content marketing"
# - content marketing strategy
# - content marketing tips
# - how to do content marketing
#
# Cluster 2 (38 keywords): "email marketing"
# - email marketing tools
# - best email marketing software
# - email campaign tips
# ...Example 2: Categorize by Intent
python scripts/main.py intent keywords.csv --column keyword
# Output:
# Intent Analysis
# ──────────────────────
# Informational: 234 (47%)
# - how to, what is, guide, tips
# Commercial: 156 (31%)
# - best, top, review, compare
# Transactional: 78 (16%)
# - buy, price, discount, order
# Navigational: 32 (6%)
# - login, contact, brand namesSearch Intent Categories
| Intent | Signals | Content Type |
|---|---|---|
| Informational | how, what, why, guide | Blog posts, guides |
| Commercial | best, top, review, vs | Comparisons, reviews |
| Transactional | buy, price, discount | Product pages |
| Navigational | [brand], login, contact | Landing pages |
Clustering Methods
| Method | Best For | Speed |
|---|---|---|
| semantic | Meaning-based grouping | Slower |
| lexical | Word overlap grouping | Faster |
| intent | Search intent categories | Fast |
Skill Boundaries
What This Skill Does Well
- Structuring strategic analysis
- Identifying market opportunities
- Creating strategic frameworks
- Synthesizing competitive data
What This Skill Cannot Do
- Replace market research
- Guarantee strategic success
- Know proprietary competitor info
- Make executive decisions
Related Skills
- content-repurposer - Create content for clusters
- lighthouse-audit - Optimize cluster pages
Skill Metadata
- Mode: centaur
category: seo-tools
subcategory: keyword-research
dependencies: [scikit-learn, sentence-transformers, pandas]
difficulty: intermediate
time_saved: 5+ hours/week© guia-matthieu, 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 2 other files (scripts) in skills/seo-tools/keyword-clusterer of guia-matthieu/clawfu-skills.
- SKILL.md
- scripts/main.py
- scripts/requirements.txt
Open the folder on GitHubat commit 4108f5c
Compare with similar skills
Keyword Clusterer 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Keyword Clusterer this skillguia-matthieu/clawfu-skills | 150 | — | ~965 | Automated safety check: Pass | MIT | |
| SEO Keyword ClusteringAgriciDaniel/claude-seo | 19k | 2 repos | ~3.3k | Automated safety check: Pass | MIT | |
| SEO Content Brief GeneratorAgriciDaniel/claude-seo | 19k | 2 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Strategic SEO PlanningAgriciDaniel/claude-seo | 19k | 5 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Blog ClusterAgriciDaniel/claude-blog | 2.3k | 1 repos | ~4.9k | Automated safety check: Pass | MIT | |
| SEO Content Briefseranking/seo-skills | 161 | — | ~2.5k | Automated safety check: Pass | MIT |
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Blog Cluster
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Semantic topic cluster planning and automated execution engine for claude-blog.
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Generate a writer-ready SEO content brief from a target domain and topic.
SEO Keyword Research
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Related
Categories
Questions about Keyword Clusterer
What does Keyword Clusterer do?
Cluster keywords by semantic similarity and intent. An agent skill from guia-matthieu/clawfu-skills. Keyword Clusterer is an agent skill from guia-matthieu/clawfu-skills. Cluster keywords by semantic similarity and intent.
When should I use Keyword Clusterer?
Keyword Clusterer fits situations like: : organizing keyword research; creating content pillars; mapping keywords to pages; identifying content gaps.
How do I install Keyword Clusterer in Claude Code?
Run `npx skills add guia-matthieu/clawfu-skills --skill keyword-clusterer -a claude-code`. Or copy the skill folder (skills/seo-tools/keyword-clusterer in guia-matthieu/clawfu-skills) into .claude/skills/keyword-clusterer in your project. Claude Code loads it when a task matches its description.
How do I install Keyword Clusterer in Codex?
Run `npx skills add guia-matthieu/clawfu-skills --skill keyword-clusterer -a codex`. Or copy the skill folder (skills/seo-tools/keyword-clusterer in guia-matthieu/clawfu-skills) into .agents/skills/keyword-clusterer in your project. Codex loads it when a task matches its description.
Can I use Keyword Clusterer 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 guia-matthieu/clawfu-skills --skill keyword-clusterer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/keyword-clusterer, .gemini/skills/keyword-clusterer, .github/skills/keyword-clusterer and .opencode/skills/keyword-clusterer in your project.
What does Keyword Clusterer need to run?
Going by SKILL.md and its folder, Keyword Clusterer needs Python for the scripts in its folder and the command-line tools its instructions call (python and pip). Our summary lists: Python 3.
Does Keyword Clusterer access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Keyword Clusterer 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 Keyword Clusterer use?
Keyword Clusterer is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Keyword Clusterer use?
About 965 tokens (SKILL.md is roughly 3.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Keyword Clusterer?
Skills that share tags, products or a category with Keyword Clusterer: SEO Keyword Clustering (AgriciDaniel/claude-seo, 19k stars), SEO Content Brief Generator (AgriciDaniel/claude-seo, 19k stars), Strategic SEO Planning (AgriciDaniel/claude-seo, 19k stars) and Blog Cluster (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 Keyword Clusterer?
guia-matthieu (a GitHub user) maintains it in guia-matthieu/clawfu-skills, which has 150 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on October 1, 2026.
Source: guia-matthieu/clawfu-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.