• SCORE
  • FIXES
  • GAPS
  • HUMAN

How to score content brief quality with your AI

Connect this MCP to your AI client to turn messy outlines into high-quality briefs. Your agent handles the grading and identifies exactly what's missing.

Ask AI about this page

Short answer

How can I use AI to grade my content briefs?

Your AI uses the calculate_brief_score tool to evaluate your outline against SEO best practices. It returns a single health score and a specific list of structural improvements you need to make. You'll see exactly where the brief fails and how to fix it.

The outcomes.

What you get from the audit.

The AI processes your outline and delivers these specific results.

SCORE

A single health score

The AI calculates a single number representing the overall quality of your brief. This gives you an instant baseline for whether the outline is ready for writing.

FIXES

Prioritized improvements

You get a list of structural changes sorted by importance. The AI tells you which gaps to close first to improve the brief's effectiveness.

GAPS

Missing structural elements

The AI identifies missing sections or logical leaps in your outline. It highlights where the structure lacks the depth needed for high-ranking content.

HUMAN

Manual review needed

The AI flags areas where it cannot make a judgment call. You'll need to step in to verify brand voice or specific strategic intent.

The workflow

What your AI does when the brief arrives.

The AI acts as a specialized editor that audits your work against a set of SEO standards.

  1. Analyze structure

    The agent reads your outline to map out the hierarchy and flow of information.

    calculate_brief_score
  2. Calculate health

    The AI runs the scoring logic to determine how well the brief meets SEO requirements.

    calculate_brief_score
  3. Identify gaps

    The agent looks for missing subtopics or weak heading structures.

    calculate_brief_score
  4. Rank improvements

    The AI sorts the necessary changes so you know what to fix first.

    calculate_brief_score

Try it

Copy these to start.

Use these prompts to trigger the scoring process in your chat window.

Starting points

Replace the bracketed text with your actual content or file paths.

SEO Content Brief Scorer Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_eI1khEd2GR9ic5TtXCaBILoRnREWRIzuELrPUONb/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 Content Brief Scorer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "seo-content-brief-scorer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_eI1khEd2GR9ic5TtXCaBILoRnREWRIzuELrPUONb/mcp"
    }
  }
}
Copy into chat04
  • Score this content brief for me: [paste outline text]

  • Run a quality check on the outline in my [file name] document.

  • How can I improve the structure of this brief: [paste outline text]?

  • Check the health score for the outline I just uploaded from [folder path].

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

Start here

Connect SEO Content Brief Scorer once, then ask.

Click the link below to link the MCP to your preferred client. Your credentials stay encrypted and you can start scoring immediately.

Connect SEO Content Brief Scorer to your AI

FAQ

How the scoring works

  • 01

    Can the AI rewrite the brief for me?

    No. The tool is designed to score and provide structural feedback, not to generate the content itself.

  • 02

    Does the AI change my original outline?

    No. The AI only reads your outline to provide a score and a list of suggestions. Your original file remains untouched.

  • 03

    What determines the health score?

    The score is based on structural completeness and SEO alignment as defined by the scoring tool.

  • 04

    Can I use this with any AI client?

    Yes, as long as your client is MCP-compatible, like Claude, Cursor, or Windsurf.

  • 05

    Will the AI fix the errors automatically?

    No. The AI provides the prioritized list of improvements, but you must implement those changes yourself.

  • More questions about SEO Content Brief Scorer? The Connector page answers them. See everything the SEO Content Brief Scorer Connector can do

Connect SEO Content Brief Scorer to Claude, Cursor, ChatGPT & more