A technical utility that transforms unstructured text into highly structured, AI-readable formats to maximize visibility in generative search engine results.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install geo-structured-writer
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install geo-structured-writer using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is GEO Structured Writer?
The GEO Structured Writer is a specialized tool designed to implement Generative Engine Optimization (GEO) principles directly into your content workflow. By applying a 6-layer structure stack, it ensures that your articles, documentation, and web pages are organized in a way that AI models and search agents can easily parse, understand, and cite. This Openclaw Skills integration focuses on moving away from dense, narrative-heavy text toward modular, structured components like definition blocks and data tables.
Developed using methodologies by GEOly AI, this skill prioritizes the directness and clarity required for modern AI search engines. It addresses the fundamental shift from traditional keyword-based SEO to entity-based GEO, making your content more authoritative for platforms like ChatGPT, Perplexity, and Gemini.
GEO Structured Writer Use Cases
- Preparing blog posts for higher citation rates in AI-generated answers.
- Reformatting technical documentation to be more ingestion-friendly for RAG systems.
- Converting comparison articles into structured data tables for easier AI analysis.
- Optimizing landing pages with FAQ blocks that target conversational search queries.
- Auditing existing content to improve its AI-readability score within Openclaw Skills workflows.
How GEO Structured Writer Works
- Input analysis: The skill scans the raw Markdown content and identifies the core query or subject matter.
- Structural layering: It applies a 6-layer stack, beginning with a Direct Answer Opener that defines the subject in a single sentence.
- Semantic organization: Section headers (H2/H3) are rewritten to be descriptive phrases rather than single words.
- Entity definition: Technical terms are extracted and reformatted into standardized Definition Blocks.
- Data visualization: Comparison paragraphs are automatically converted into Markdown tables for better data extraction.
- Conversational mapping: A FAQ block is generated at the end to address common user questions in a self-contained format.
GEO Structured Writer Setup
To use this tool within your environment, ensure you have the necessary script access and run the following command in your terminal:
python scripts/structure_content.py \
--input content.md \
--query "your target search query" \
--output optimized.md
GEO Structured Writer Data Schema & Taxonomy
The GEO Structured Writer generates a detailed report followed by the optimized content. The metadata includes:
| Component | Description |
|---|---|
| Content Score | A 1-10 rating comparing the original AI-readability versus the optimized version. |
| Changes Applied | A log of applied rules such as added FAQ blocks or table conversions. |
| Recommended Schema | Suggested JSON-LD types (e.g., Article, FAQPage) to further enhance discovery. |
| Restructured Content | The final GEO-optimized Markdown ready for publication. |
GEO Structured Writer Advanced Features
- Direct Answer Opener generation to capture the 'zero-click' AI citation.
- Automated paragraph-to-table conversion for feature and price comparisons.
- Intelligent FAQ generation that mirrors natural language search patterns.
- 6-Layer Structure Stack implementation for consistent content hierarchy.
- Compatibility with multi-agent workflows for automated content pipelines using Openclaw Skills.
SKILL.md
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