SEO Tools & Scripts Repository

A comprehensive collection of 40+ SEO tools, Streamlit applications, APIs, and Python scripts for eCommerce SEO, keyword research, link building, and data analysis.

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Author

Lee Foot — eCommerce SEO Consultant

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Live Apps

Try these tools directly in your browser — no installation required:

App	Description	Link
Image Centering Tool	Batch center and resize product images
Wikipedia Citation Finder	Find Wikipedia pages needing citations for link opportunities
GSC Data Downloader	Download your Google Search Console data
Website Migration Mapper	Auto-map URLs from old site to new
BERT Semantic Interlinker	Find internal linking opportunities using BERT
Wayback URL Extractor	Extract historical URLs from archive.org
Category Generator	Auto-suggest new category pages from product inventory using n-grams

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Featured in Search Engine Journal

Tools and methodologies featured in Search Engine Journal publications:

Tool	Description	Type
Semantic Clustering Tool	AI-powered keyword clustering using sentence transformers	Python / Colab
Top Traffic Pages Analysis	Identify top-performing pages via Search Console API	Colab

See the search_engine_journal folder for full publication details.

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Tools by Category

eCommerce SEO

Tool	Description	Type
Automatic Category Suggester	Auto-suggest new category pages from product inventory using n-grams	Streamlit
Best Selling Products to XML Sitemap	Create dedicated sitemaps for top-performing products	Colab
eCommerce Image Centering Tool	Batch center and resize product images with white background	Streamlit
Google Vision Higher Res Images	Find higher resolution versions of product images using Google Vision API	Python
Inject Branding into PDFs	Add custom text branding to PDF files in batch	Python
Internal Search Mapper	Map GA site search queries to landing pages using fuzzy matching	Python / Colab
Low Links vs High Transactions	Find high-converting pages that need more internal links	Python
WooCommerce Product Relevancy	Sort WooCommerce products by category relevancy score	Python

Keyword Research

Tool	Description	Type
eBay Related Searches	Scrape related search keywords from eBay with tree visualization	Streamlit
Bulk Keyword Tagger	Tag thousands of keywords with custom categories	Colab
SERP Keyword Extractor	Extract PAA questions and related searches from Google via ValueSERP API	Streamlit
Question Extraction GSC	Extract question-type keywords from Google Search Console data	Python
Keyword Difficulty Checker	Check difficulty with allintitle, phrase match, and SERP clustering	Streamlit

Keyword Clustering

Tool	Description	Type
Semantic Clustering Tool	Group keywords into topical clusters using sentence transformers and ML	CLI / Colab
SERP Clustering at Scale	Cluster keywords based on common SERP URLs from ValueSERP exports	Python
SERP Clustering API	FastAPI service for clustering keywords via REST endpoint	FastAPI

Link Building

Tool	Description	Type
eCommerce Link Builder	Find "Where to Buy" and distributor link opportunities	Python
Wayback Machine Link Mapper	Recover broken backlinks using archive.org historical data	Python / Colab
Wikipedia Citation Finder	Find Wikipedia pages with "citation needed" tags for link opportunities	Streamlit

On-Page SEO

Tool	Description	Type
Extract Content Blocks	Extract and categorize page content blocks using Claude AI	Python
Striking Distance V1	Find keywords ranking positions 4-20 and check if they're in title/H1/copy	Python / Colab
Striking Distance V2	Enhanced version with title/H1/copy presence checking	Streamlit

Reporting & Analytics

Tool	Description	Type
BCG Matrix from GA	Create BCG growth-share matrix from GA landing page data	Colab
Google Trends Forecasting	Forecast search trends using NeuralProphet time-series ML	Streamlit
Batch Trends Forecasting	Forecast Google Trends for multiple keywords from a crawl file	Streamlit
Resolution Screenshot Tool	Screenshot pages at your visitors' most common screen resolutions	Python
Top Traffic Pages (GSC)	Identify highest-traffic pages via Search Console API	Colab
Visualise Internal Links	Interactive treemap visualization of internal link structure	Colab
Visualise GSC Coverage	Treemap and sunburst charts to visualize indexing issues by folder	Colab

Search Console

Tool	Description	Type
Simple GSC Connector	Minimal Streamlit boilerplate for Google Search Console OAuth	Streamlit

Site Search

Tool	Description	Type
Map Site Searches to Pages	Match internal site searches to best landing pages using TF-IDF	Colab

Website Migration

Tool	Description	Type
Website Migration Mapper	Auto-map URLs from old site to new using PolyFuzz grid search	Streamlit / Python / Colab

Wayback Machine

Tool	Description	Type
Wayback URL Extractor	Bulk extract historical URLs from archive.org for any domain	Streamlit

Technical SEO

Tool	Description	Type
Template Fingerprinting	Identify page templates using HTML structure analysis and ML clustering	Python

Content Analysis

Tool	Description	Type
Content Hub Classification	Classify articles into content hub categories using OpenAI GPT	Python
Entity Extractor	Extract entities from SERPs, CSV files, or YouTube transcripts	Streamlit

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Tool Types

Type	Description	Run Command
Streamlit	Interactive web apps (10 total)	streamlit run app.py
Colab	Google Colab notebooks	Click "Open in Colab" badge
Python	Standalone scripts	python script.py
CLI	Command-line tools	python script.py --args
FastAPI	REST API services	uvicorn app:app --reload

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Getting Started

Prerequisites

# Most tools require Python 3.8+
python --version

# Install dependencies (each folder has its own requirements.txt)
pip install -r requirements.txt

Run a Streamlit App

cd tool-folder
pip install -r requirements.txt
streamlit run app.py

Run a Google Colab Notebook

1. Navigate to the .ipynb file on GitHub
2. Click the "Open in Colab" badge at the top
3. Run all cells (Runtime → Run all)

Run a Python Script

cd tool-folder
pip install -r requirements.txt
python script.py

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Contributing

Contributions, suggestions, and feedback are welcome!

• Star this repo if you find it useful
• Open an issue for bugs or feature requests
• Submit a PR with improvements

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License

This project is open source and available under the MIT License.

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Built for the SEO community

leefoot.com · 𝕏 @LeeFootSEO · LinkedIn