GEO: Generative Engine Optimization
GEO: Generative Engine Optimization · Chinese usage guide updated
Adds purpose, required inputs and usage guidance, with checked repository links and installation paths.
Research & judgment · SKILL
GEO: Generative Engine Optimization
Help AI search understand and cite content accurately, then test changes through repeatable observation.
Usage guide
I want to know more than whether an AI answer mentions a name. Is the answer accurate? Does it cite a real source? Can we observe the change again? This Skill connects content, citations, technical access and measurement.
What to prepare
- The website, entity, audience, language and market to study
- Current pages, verifiable sources and relevant AI answers
- Available traffic, citation or manually annotated observation data
What you receive
- Evidence-backed content and technical findings
- Prioritized rewrites or content briefs
- A repeatable question panel and separately measured outcomes
Who it is for
- Investigating inaccurate or missing mentions in AI search
- Giving editors evidence-backed content tasks
- Training a team to distinguish mentions, citations and recommendations
How the work progresses
- 01
Define the questions and target entity
- 02
Inspect pages, answers and citation evidence
- 03
Identify the specific content or access gap
- 04
Make changes and repeat the same observations
Getting started
Download and extract the complete ZIP, then read its README. Install the complete folder containing SKILL.md in your AI tool’s skills directory under the skill name. In a multi-version repository, choose the version you need and retain its supporting files. Try a small task with the required inputs and review the result.
Scope and limits
- The public package contains complete Chinese and English Skills. Choose one to avoid duplicate activation.
- The download is a complete repository ZIP pinned to a commit. Install a Skill from skills/; it is not an automatic installer.
- The offline tool aggregates annotated data and does not verify facts. Inclusion, rankings, traffic and business results are not guaranteed.
Updates for this Skill
GEO: Generative Engine Optimization
GEO 1.0.0: bilingual methods and offline measurement
The public source includes complete Skills in two languages, evidence methods and an offline aggregation tool.