Geo-Artifacts: Optimize AI Site Citations and Ingestion

Geo-Artifacts: Optimize AI Site Citations and Ingestion

Geo-Artifacts is a skill set designed to facilitate the generation of machine-readable data formats that enhance the citability and ingestion of websites by AI engines such as ChatGPT, Claude, Perplexity, and Gemini. It systematically creates three specific files: llms.txt for curated indexing, llms-full.txt for full corpus representation, and facts.json for structured factual data. Each file is equipped with an explicit citation license to ensure proper acknowledgment by AI systems.

What this skill does

• Generates llms.txt, a curated index that highlights key content for AI ingestion.
• Produces llms-full.txt, encapsulating the entire corpus of the site content for comprehensive AI understanding.
• Creates facts.json, aggregating structured data in a machine-readable format.
• Ensures each file contains a citation license, facilitating its use by generative AI systems.
• Operates using Node.js for direct internal repository content and Python for exterior or different stack sites.

Who it is for

This skill is ideal for developers and technical teams working with AI coding agents like Claude Code, Cursor, and Codex, who are interested in optimizing their site’s accessibility to AI technologies through structured formats.

Use cases

• When aiming to enhance a site’s visibility and data clarity for AI platforms like Perplexity and Gemini.
• Updating structured data following new content publication to maintain AI data relevance.
• Preparing websites for AI-driven projects where a structured ground truth is beneficial.

Technical details

• Leverages aeo, aiapplication, and geo-artifacts capabilities.
• Utilizes Node.js for sites hosted directly within repositories, providing direct access to draft and unpublished states through prebuilt scripts.
• Engages Python for the crawling of external sites, reconstructing the corpus through sitemap and HTML analysis.

Source & Licence

This package is built on open-source work published by bemoshiur (bemoshiur/OmniRank) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.