Python SEO Scripts & Tutorials

import pandas as pd
import ollama
from rapidfuzz import fuzz
import logging

# -------------------------------
# Fine-tuning parameters
EMBEDDING_THRESHOLD = 0.7  # Adjust for stricter or looser embedding matches
FUZZY_THRESHOLD = 0.6  # Adjust for stricter or looser fuzzy matches
#...

 

Duplicate content and off-topic pages cause problems for SEO, but finding them manually is slow and unreliable. Whether it's product pages that are too similar, old blog posts covering the same topic from slightly different angles, or random pages that do not fit the site's main focus, these issues can dilute...

 

This AI-Powered Image Renamer Python script renames image files based on their contents. It works by first encoding each image into Base64 format and then sending the encoded image to the newer and cheaper OpenAI GPT-4o-mini API. The API analyses the image, reconstructs its features, and identifies key details...

 

The Python CSV Combiner script is a practical tool designed to speed up the process of merging multiple CSV files into one. It ensures your data is clean and organised by including the header row only once, eliminating the hassle of manual adjustments that take time. This Python script is ideal for those who...

 

I've put together a Python script that connects to the Google Search Console API, pulls your search query data, and plots it so you can see trends over time. You'll need a bit of patience with setting up Google's API and some Python packages, namely Plotly.

By the end, you'll have a visual...

 

This Python script is for automating web searches and data extraction, Using the Google Custom Search JSON API to execute search queries and save them into an excel file. It is particularly useful for SEO analysis.

Setting up the script
Replace 'your_api_key' and 'your_cse_id' with your...

 

What Does the Script Do?

This script filters out specific status codes from the bulk all_inlinks CSV file exported from Screaming Frog. Whether you're looking for 404s, 301s, or any other codes, this script makes it a breeze by deleting the unwanted status codes.

It's convenient for large...

 

Learn how to quickly upload new WordPress posts in bulk using the WordPress API. This tutorial will show you how to connect to the WordPress Rest API using Python and Google Colab.

Contents
1, Create a WordPress Application Password
2, Create a new Colab document and import the required Python modules.
3...

 

The Fuzzy Multi-format Redirect Builder Python script is a time-saving tool to help speed up redirect mapping. Every SEO knows that redirect mapping can be a tedious and very time-consuming task.

This python script helps you to speed up the redirect mapping process. Saving yourself, your team, and your clients...

 

This Python script enables you to effortlessly generate multiple WordPress posts with AI-generated text content created by OpenAI's current ChatGPT "gpt-3.5-turbo" model. And posted directly to WordPress using the WordPress Rest API.

The content is based on a list of prompts in CSV format, making it a convenient...

 

Creating long-form content using the ChatGPT API is fairly straightforward. Below is a script to create a piece of long-form content using ChatGPT API and Python with an example and a Colab link to copy the script.

# !pip install openai
import openai

# API Key
openai.api_key = "sk-"
prompt="Python code."...

 

Are you developing a new WordPress project and planning to use categories? In this post, I will show you how to use the WordPress Rest API to bulk create WordPress categories.

I will try to keep this article short and concise as the Python script will do the work

Table of Contents​

1, Import Libraries
2...

 

This is for fans of programmatic SEO. Below is a Python script to bulk upload new threads to the Xenforo forum script. The script works by reading a CSV file that is stored in a dataframe and then posted to Xenforo using the tqdm library.

Xenforo has an excellent Rest API with endpoints that are perfect for...

 

If you are using the Xenforo community forum script and starting to learn the Xenforo Rest API. This post is to show you how you can programmatically create a new thread with this simple Python script.

# Xenforo Forum - Programmatic Create new Thread
import requests

# Send API header request
headers = {...

 

If you are using the Xenforo community forum script and starting to learn the Xenforo Rest API. This post is to show you how you can programmatically reply to threads with a simple Python script.

# Xenforo Forum - Programmatic Post to Thread
import requests

# Send API header request
headers = {...

 

Recently I started on a project that made sense for me to use the WordPress Rest API to speed up content publishing. In this post, i shall be demonstrating how quick and easy it is to connect to the WordPress Rest API using Python and programmatically post a new post.

Let's start with importing the Python...