Vibe Coding Discover

AI Tools

Will ChatGPT cite your site? Score it in 20 seconds against an open, versioned GEO rubric. Python, zero dependencies.

★ 3623 forksPythonMITjianruntech

A dependency-free Python CLI, GitHub Action, and Claude Code skill for scoring how ready a website is to be cited by AI answer engines. Uses a public, versioned rubric to check crawler access, structured data, content citability, and related signals.

Use Cases

Audit a website's readiness to be cited by AI answer enginesCheck AI crawler access and server-rendered contentValidate structured data, sitemaps, and llms.txtTrack GEO readiness scores in GitHub ActionsCompare AI visibility readiness across websites

Built With

Language
Python

Tags

GEO · AI search visibility · site audit · CLI · GitHub Action · Claude Code skill · versioned rubric · structured data · AI crawlers · llms.txt

geo-score — Vibe Coding Discover