Name		Name	Last commit message	Last commit date
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README.md		README.md
ngram_serp_extractor.py		ngram_serp_extractor.py
requirements.txt		requirements.txt

README.md

N-gram SERP Extractor

Features

Extract page titles and content n-grams from SERP results using ValueSERP API for title optimization analysis.

Streamlit web interface
ValueSERP API integration
Extract n-grams from SERP titles
Identify common phrase patterns
Title optimization insights
Export analysis to CSV

Author

Lee Foot - eCommerce SEO Consultant