AI-Powered SEO Clustering Agent: Optimize SERP Keywords

AI-Powered SEO Clustering Agent: Optimize SERP Keywords

This AI-Powered SEO Clustering Agent provides a method for semantic keyword and topic clustering based on Search Engine Results Page (SERP) data. By analyzing SERP URL overlap percentage, it helps to organize keywords into optimal topic silos, which aids in avoiding keyword cannibalization.

What this skill does

• Clusters keyword lists into distinct topic silos by identifying real-world SERP URL overlaps.
• Based on heuristic rules:
• Combines keywords into a single comprehensive article if there are four or more shared URLs in top 10 SERPs, indicating identical search intent.
• Creates separate child articles with directional cross-links for keywords with 1-3 shared URLs, suggesting related but distinct intents.
• Assigns keywords with no shared URLs to separate topical silos, indicating completely distinct search intents.
• Offers a Command Line Interface (CLI) for execution with defined input and output parameters, using Python script execution.

Who it is for

• Developers and teams utilizing AI coding agents such as Claude Code, Cursor, and Codex.
• SEO professionals seeking structured approaches to avoid keyword cannibalization.

Use cases

• Optimizing content strategies for blogs and websites by grouping thematically related keywords.
• Enhancing the efficiency of SEO campaigns by structuring content development aligned with semantic keyword clusters.
• Assisting content creators and writers in identifying the breadth and depth of topics to be covered within articles.

Technical details

• Utilizes CLI execution with a Python script:
• Command: python scripts/serp_cluster.py --keywords "keywords.csv" --output "clusters.json"
• Employs AI agent skills such as SEO clustering within a defined workflow for maximum functionality.

Source & Licence

This package is built on open-source work published by seoskillsai (seoskillsai/seo-skills-ai) 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.