AI Visibility Readiness (AVR) Framework v1.0

Open Source Framework

Designed the framework, built all scripts, published sample audits, and wrote the FRAMEWORK.md specification.

Project Overview

The AVR Framework is the methodology behind citability.dev. 7 Python scripts, 15 automated checks, Apache 2.0 licensed. Used to audit sites like ahrefs.com, semrush.com, and css-tricks.com.

“

Challenge

Create a rigorous, evidence-based methodology that distinguishes verified signals from industry hype.

Key Features

code

7 Scripts

SEO foundation, AI readiness, visibility, citations, report generation, and monitoring.

description

Sample Audits

Published audits of real sites (ahrefs.com, css-tricks.com, medium.com) as proof.

balance

Apache 2.0

Fully open source. Use commercially, modify freely.

Lessons Learned

school Open-sourcing the methodology builds more trust than keeping it proprietary.