Geo Optimizer Skill

Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.

Digital Marketing & SEOPythonMIT

Abstract

Geo Optimizer Skill is an open-source Digital Marketing & SEO project. Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro. Get the book — paperback + Kindle on Amazon · Book page & more details · ISBN 979-8172934568. It is built using Python. The complete source code is publicly available on GitHub under the MIT License, making it a useful reference for students building a Digital Marketing & SEO mini project or final-year project.

1. Introduction

Get the book — paperback + Kindle on Amazon · Book page & more details · ISBN 979-8172934568

2. Objective

Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.

This project demonstrates how Python can be applied to a real-world Digital Marketing & SEO problem.

4. Technology Stack

Python
  • Crawled — robots.txt, CDN access, AI-bot reachability
  • Understood — schema, llms.txt, content structure
  • Cited — citability signals across 47 research-backed methods
  • Monitored — geo logs (crawler evidence) and geo access (access simulation)

5. System Requirements

General requirements for this technology stack — check the README for exact versions.

  • Python 3.8 or later
  • pip / virtualenv for dependencies
  • VS Code, PyCharm or Jupyter Notebook
  • Git (to clone the repository)

6. Installation & Setup

git clone https://github.com/Auriti-Labs/geo-optimizer-skill.git
cd geo-optimizer-skill
pip install geo-optimizer-skill
uvx --from geo-optimizer-skill geo audit --url https://yoursite.com
export SERPBASE_API_KEY=...
geo citations --brand "YourBrand" --domain yoursite.com --provider serpbase

Full setup instructions are in the project README.

7. Future Enhancements

Suggested extensions you can add to make this your own project.

  • Export reports to Google Sheets or PDF
  • Schedule weekly automated reports
  • Add competitor comparison

8. Viva / Review Questions

Common questions examiners ask for projects in this domain.

  1. Which marketing or SEO problem does this tool solve?
  2. Which data sources or APIs does it use (Search Console, Analytics, social platforms)?
  3. Which metrics or KPIs does it report and how are they calculated?
  4. How could the output help a business make decisions?
  5. How would you schedule it to run automatically?

9. Source Code & License

This project is developed by Auriti-Labs and published on GitHub under the MIT License. Please follow the license terms and credit the original author when you use or modify this code.

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