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what is geo-content-engineering fr?

eullr/geo-content-engineering — explained in plain English

Analysis updated 2026-05-18

0Audience · writerComplexity · 2/5LicenseSetup · easy

tl;dr

An Agent Skill that turns an AI agent into a specialist for making web content citable by ChatGPT, Gemini, and other AI systems.

vibe map

mindmap
  root((repo))
    What it does
      Teaches GEO workflow
      Structures extractable content
      Adds citations and markup
    Tech stack
      SKILL.md format
      JSON-LD templates
    Use cases
      Write AI-citable content
      Rebuild existing pages
      Measure share of mentions
    Audience
      Content marketers
      SEO specialists
    License
      CC BY 4.0

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what do people make with this?

VIBE 1

Write new web content structured to get cited by AI answer engines like ChatGPT and Perplexity.

VIBE 2

Audit and rebuild an existing page to improve its chances of being extracted and cited by AI systems.

VIBE 3

Add correct structured markup and JSON-LD to a page for AI crawlers.

VIBE 4

Measure how often your content is mentioned by AI systems compared to competitors.

what's the stack?

SKILL.mdJSON-LD

how it stacks up fr

eullr/geo-content-engineering00kaku/gallery-slider-block04amanrajj/netwatch
Stars00
LanguageJavaScriptRust
Last pushed2021-05-19
MaintenanceDormant
Setup difficultyeasyeasymoderate
Complexity2/52/53/5
Audiencewritergeneralops devops

Figures from each repo's GitHub metadata at analysis time.

how do i run it?

Difficulty · easy time til it works · 5min

Requires an agent that supports the SKILL.md format, such as Claude Code or claude.ai.

Free to use and adapt as long as you credit the original author, Eugen Ullrich.

in plain english

This project is an Agent Skill, a set of instructions written in the SKILL.md format that AI coding and chat agents like Claude can load and follow. Its purpose is to turn a general purpose AI agent into a specialist for a practice called GEO, short for Generative Engine Optimization. GEO is the newer counterpart to traditional search engine optimization, focused on making web content more likely to be picked up, cited, and mentioned by AI systems like ChatGPT, Gemini, Perplexity, and Google's AI Overviews rather than only ranked in a search results page. The skill walks the agent through the underlying mechanic these AI systems use to find and cite content, which is a process of breaking text into chunks, converting it into a searchable form, retrieving relevant pieces, and grounding an answer in them with a citation. Based on that mechanic, the skill defines a repeatable workflow: allowing AI crawlers to access the site, structuring text into clearly extractable blocks, backing claims with concrete data so they get cited, covering the range of related questions a user might ask, keeping content fresh, adding verifiable authorship information, applying correct structured markup such as JSON-LD, removing language patterns that read as obviously AI-generated, and publishing in a consistent format. It also includes a way to measure how often your content gets mentioned compared to competitors. The skill supports two use cases: writing new content from scratch with GEO in mind, or auditing and rebuilding an existing page, starting with a baseline check. To use it, you place the skill folder into your agent's skills directory, such as Claude Code's local skills folder, or upload it through Claude's website settings. The agent then loads the full instructions automatically when a task matches the skill's description. It is released under a Creative Commons Attribution license and requires crediting the original author.

prompts (copy fr)

prompt 1
Load this GEO content engineering skill and audit my blog post for AI citability.
prompt 2
Rebuild this existing page using the GEO workflow, starting with a baseline check.
prompt 3
Help me add JSON-LD structured markup to this page following the skill's templates.
prompt 4
Explain how the chunk, embed, retrieve, ground, cite mechanic affects how I should structure my content.

Frequently asked questions

what is geo-content-engineering fr?

An Agent Skill that turns an AI agent into a specialist for making web content citable by ChatGPT, Gemini, and other AI systems.

What license does geo-content-engineering use?

Free to use and adapt as long as you credit the original author, Eugen Ullrich.

How hard is geo-content-engineering to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is geo-content-engineering for?

Mainly writer.

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