• GAP
  • WEIGHT
  • MATCH
  • HUMAN

How to compare topic importance with your AI

Connect this MCP to your agent to find out where your content falls short. It measures the weight of specific subjects across different sources.

Ask AI about this page

Short answer

How can I see if my content covers the same topics as my competitors?

Your agent uses the Content Gap Identifier to calculate the weight of specific subjects in your draft versus a competitor's URL. You'll see exactly which topics they emphasize more than you do.

Where the data lands.

The results of your comparison.

The AI processes your inputs to produce these four specific outcomes.

GAP

Missing subject alerts

The AI identifies topics that competitors cover heavily but you've missed. You get a list of subjects to add to your draft.

WEIGHT

Emphasis differences

This shows how much more or less a competitor leans into a specific idea. It helps you decide if you need to change your angle.

MATCH

Content alignment

The agent confirms which topics you've already covered well. This keeps you from rewriting parts that are already sufficient.

HUMAN

Strategic direction

The AI provides the raw importance scores. You decide which gaps are actually worth your time to fill.

The workflow

What your AI does when the request arrives.

The agent performs a side-by-side mathematical comparison of your text against the target site.

  1. Analyze your draft

    The agent reads your provided text or document to establish your current topical footprint.

    evaluate_topic_importance

  2. Scrape competitor data

    The agent pulls the relevant content from the competitor URL you provided.

    evaluate_topic_importance

  3. Calculate importance scores

    The AI weighs the frequency and context of subjects in both sets of data.

    evaluate_topic_importance

  4. Identify the delta

    The agent isolates the specific differences in topic emphasis between the two sources.

    evaluate_topic_importance

Try it

Copy these to start.

Use these prompts to trigger the comparison immediately.

Starting points

Replace the bracketed text with your actual files or URLs.

Content Gap Identifier Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_ZweicKLtz1nCna08Je5NkvEYl5FDu8C0JiLM63JZ/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 — Content Gap Identifier capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "content-gap-identifier-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_ZweicKLtz1nCna08Je5NkvEYl5FDu8C0JiLM63JZ/mcp"
    }
  }
}
Copy into chat04

  • Compare the topic importance of my draft in 'blog_post.docx' against 'https://competitor.com/article'.

  • How much more emphasis does 'https://competitor.com/guide' place on 'sustainability' than my current draft?

  • Check my Google Doc for content gaps compared to this URL: 'https://competitor.com/pricing'.

  • Analyze the topical weight of my 'product_specs.pdf' against the competitor's landing page at 'https://competitor.com/home'.

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

Start here

Connect Content Gap Identifier once, then ask.

Click the link to connect the MCP to your client. Your credentials stay encrypted, and you can start asking questions right away.

Connect Content Gap Identifier to your AI

FAQ

How this task behaves.

  • 01

    Can the AI rewrite my content to fix the gaps?

    No. The AI only identifies the importance of topics. You have to do the actual writing and editing yourself.

  • 02

    Does it work with any website?

    It works with any public URL that the agent can access. It cannot bypass paywalls or login screens.

  • 03

    Can it change my original files?

    No. The AI only reads your files to perform the comparison. It never modifies or deletes your original documents.

  • 04

    How does it decide what is 'important'?

    It uses the evaluate_topic_importance tool to measure how much weight a subject carries within the text provided.

  • 05

    Can I compare three competitors at once?

    You can ask the AI to compare your draft against multiple URLs one by one or in a sequence.

  • More questions about Content Gap Identifier? The Connector page answers them. See everything the Content Gap Identifier Connector can do

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