Keyword Clusterer

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

Dependencies

pip install scikit-learn sentence-transformers pandas click
# For simpler usage without ML:
pip install click pandas

Commands

Cluster Keywords

python scripts/​main.py cluster keywords.csv --n-clusters 10
python scripts/​main.py cluster keywords.csv --column keyword --n-clusters 15

Find Similar

python scripts/​main.py similar "content marketing" --count 20

Analyze Intent

python scripts/​main.py intent keywords.csv --column keyword

Examples

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 names

Search Intent Categories

Clustering Methods

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