• PILLAR
  • CLUSTER
  • ISOLATED
  • HUMAN

How to audit content clusters with your AI

Connect your SEO data to your agent to find gaps in your topical authority. It maps your existing content against your intended strategy to see what's working and what's drifting.

Ask AI about this page

Short answer

Can my AI tell if my content is actually clustered?

Yes. Your AI uses the SEO Analyst Prover to scan your URLs and metadata to identify topical relationships. It flags isolated posts that lack a parent pillar and identifies clusters that are missing supporting subtopics.

Where your audit results land.

The audit outcomes.

The AI categorizes every page it scans into one of these four buckets.

PILLAR

Core authority pages

The AI identifies high-level pages that anchor your topical authority. These are your primary targets for internal linking.

CLUSTER

Supporting content

These are pages that successfully support a pillar. The AI confirms they are logically grouped and relevant.

ISOLATED

Orphaned posts

The AI flags pages that don't fit into any existing cluster. These need new internal links or a new pillar.

HUMAN

Strategic decisions

The AI highlights clusters that are too thin or logically broken. You decide whether to merge them or write new content.

The workflow

What your AI does when the data arrives.

The agent processes your site map or URL list to build a topical map.

  1. Map the URLs

    The AI pulls your list of pages and examines the metadata and headings to understand the subject of each page.

    validate_seo_analysis

  2. Group by topic

    It looks for semantic overlaps between your posts to see which ones belong together.

    validate_seo_analysis

  3. Identify gaps

    The agent finds where a cluster is missing a logical step or where a page has no connection to a pillar.

    validate_seo_analysis

  4. Flag outliers

    The AI isolates posts that are too far from your main topics to be useful for topical authority.

    validate_seo_analysis

Try it

Copy these to start.

Use these prompts once you have connected the SEO Analyst Prover.

Starting points

Swap the bracketed text with your actual data sources like a Google Sheet or a sitemap URL.

SEO Analyst Prover Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_I9rkEtLXi8SRxfA1xAgnmbyUHHNPgFhiFHO3rP4W/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — SEO Analyst Prover capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "seo-analyst-prover-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_I9rkEtLXi8SRxfA1xAgnmbyUHHNPgFhiFHO3rP4W/mcp"
    }
  }
}
Copy into chat04

  • Analyze this sitemap [URL] and tell me which pages are currently isolated from my main pillars.

  • Look at my content list in this Google Sheet [Link] and group them into logical clusters.

  • Based on these URLs [List], identify which clusters are missing supporting content to build authority.

  • Check this list of pages [URL] and find any posts that don't fit my current topical strategy.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect SEO Analyst Prover once, then ask.

Just click the link to connect the MCP to your client. Your credentials stay encrypted, and you can start auditing immediately.

Connect SEO Analyst Prover to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my website content?

    No. The AI only reads and analyzes your existing data. It cannot edit your pages or change your CMS.

  • 02

    Does it automatically create new pages for me?

    No. It identifies where you need new content, but you have to write and publish it yourself.

  • 03

    What data does it need to run an audit?

    It needs a list of URLs, a sitemap, or a spreadsheet containing your page metadata.

  • 04

    Can it fix my internal linking?

    No. It can suggest which pages should be linked together, but you must implement those links manually.

  • 05

    How does it decide if a cluster is 'logical'?

    It uses semantic analysis to see if the topics of your pages overlap enough to be considered a single topical group.

  • More questions about SEO Analyst Prover? The Connector page answers them. See everything the SEO Analyst Prover Connector can do

Connect SEO Analyst Prover to Claude, Cursor, ChatGPT & more