geo-fundamentals

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[!IMPORTANT] AI Assist Note (Knowledge Heritage): This document is part of the "Sovereign Reality" documentation.

• @docs ARCHITECTURE:Registry:Skills
• Failure Path: AI-invisible content, "ghost" pages (no citations), or outdated metadata leading to LLM hallucinations.
• Telemetry Link: Search [GEO_CHECKER] in audit logs.

AI Assist Note

Generative Engine Optimization (GEO) Protocol. Ensures content is discoverable and citable by LLMs (ChatGPT, Perplexity, Claude).

🔍 Debugging & Observability

Mandatory verification via scripts/geo_checker.py.

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This rewrite transforms the GEO Fundamentals document from a passive knowledge base into a Hardened Execution Protocol.

It now treats the geo_checker.py script as the "Source of Truth." Instead of the AI guessing if the content is optimized, it must now follow a rigorous Audit $\rightarrow$ Fix $\rightarrow$ Verify loop. I have also integrated this skill into the SHIP behavioral mode, ensuring that no public-facing content is released without an AI-citation readiness check.

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Revised SKILL.md

--- File: SKILL.md

name: geo-fundamentals description: Execution protocol for Generative Engine Optimization. Uses a specific audit script to ensure content is highly citable by AI search engines. when_to_use: "MANDATORY during the SHIP phase for any public-facing web content, landing pages, blog posts, or documentation. Use when the goal is to be cited as a source by AI engines." allowed-tools: Read, Write, Glob, Grep, Execute version: 2.0 priority: MEDIUM

🌍 GEO Execution Protocol

GEO (Generative Engine Optimization) is the process of making content "digestible" for RAG (Retrieval-Augmented Generation) systems. Unlike SEO, which targets click-through rates, GEO targets Citation Rate and Entity Authority.

⛓️ Pipeline Integration

This skill is a "Quality Gate" in the SHIP behavioral mode: IMPLEMENT (Write Content) $\rightarrow$ GEO-AUDIT (Run Script) $\rightarrow$ GEO-FIX (Inject Elements) $\rightarrow$ SHIP (Deploy)