Build Your Own SEO Tools (with Python & Agentic AI)
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The Basics

Intro
Colab, Print, Input, & Comments
AI-Assisted Coding
Python Data Types & If Statements
Lists & Loops
Built-In Functions
Custom Functions
Practical Real Life Python for SEO Automation

Web Scraping With Python
Scrape Google Search Results for a Keyword
Keyword Cannibalization
Using the Wikipedia API
Page Speed API
Internal Linking With Python
Query Answer Classifier
Get List of URLs from Sitemap
People Also Asked Python Script
Server Log Files Analysis
Practical Real Life Python for Data Tasks

Getting Data from Spreadsheets
Small Quick Tip
Plotting Bar Charts & Line Charts with Python
Create a Custom Click Curve
Find Queries With High Impressions But Low Clicks
Create a Bar Chart of Top Queries by Clicks
Create a Histogram to Analyze Position Distribution
Google Trends API
Forecasting for SEO [4 Different Models]
Box and Whiskers Diagram
Google Search Console

GSC API
Using Machine Learning in Python for SEO

Analyzing Titles in SERPs
TF-IDF Keyword Clustering
Calculate Keyword and URL Relevance [Cosine Similarity + Word2Vec]
Keyword Clustering with Word2Vec & K Means
Using LLMs With Python

Meta Description + Claude API
APIs

Reddit API
YouTube API - P1
Claude Code

How to Setup Claude Code for Windows (Easy Step By Step)
Additional Resouces

Recording: October Live Python Coding Session

Create a Bar Chart of Top Queries by Clicks

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