AI GEO-Monitor: Optimize Site Mentions & Citations

AI GEO-Monitor: Optimize Site Mentions & Citations

The AI GEO-Monitor skill assists in monitoring whether AI answer engines mention, recommend, or cite your website. It uses a fixed registry of actual user questions to present to an answer engine via the Monid tool layer and detects three key signals, including mentions of competitors. This functionality turns discrepancy events, such as "a rival is named and we are not," into a structured work queue for further analysis. The skill offers optional cross-checking against citation counts for eight different AI assistants.

What this skill does

• Runs the GEO pipeline to assess AI answer visibility.
• Inputs real user questions into answer engines through Monid.
• Detects mentions, recommendations, and citations of your site and competitors.
• Compiles results into a work queue to address visibility gaps.
• Offers cross-checking against citation counts for supported AI assistants.

Who it is for

• Developers managing AI coding agents like Claude Code, Cursor, and Codex.
• Teams focused on online visibility and site performance analytics.
• Companies keen on competitor monitoring in AI-generated content.

Use cases

• Running regular GEO cycles to check AI-generated content visibility.
• Identifying and responding to competitor mentions in AI answers where your site is omitted.
• Expanding or refining a question registry for deeper insights into AI response patterns.
• Monitoring citation trends across multiple AI assistants to track online prominence.

Technical details

• Utilizes the Monid tool layer for question input and signal detection.
• Enables scripting through run-geo.mjs and related scripts for pipeline operation.
• Interacts with the registry for user questions and detection of AI response signals.
• Includes a competitor dictionary for refined response analysis.

Source & Licence

This package is built on open-source work published by Jasper0122 (Jasper0122/agent-seo-kit) 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.