Use Meta Ad Scorer with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Score the alignment between Meta ad copy and visual descriptions to optimize performance.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Complete set · 4 capabilities
The complete Meta Ad Scorer capability set.
These are the exact actions your AI can choose when you ask it to work with Meta Ad Scorer.
01-04
4 capabilities in this set.
Part of 4 available through Meta Ad Scorer.
- 01
Calculate keyword overlap
Calculate overlap between ad text and image description
- 02
Estimate text density
Estimate text density on a creative
- 03
Score headline redundancy
Score redundancy of a headline relative to primary text
- 04
Verify cta consistency
Verify consistency between CTA and ad promise
Observed, not estimated
637ms average. Fast in production.
Meta Ad Scorer is checked daily against the live service.
- Fastest day
- 486ms
- Slowest day
- 770ms
- 14-day trend
- Slowing+18%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Meta Ad Scorer, so you can see the experience inside your AI.
It does not authenticate your account with Meta Ad Scorer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Meta Ad Scorer Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_i2xfH3jTECtVG6sbY41Rry9MRCTNAsXvqp9mvDh5/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Meta Ad Scorer capabilities are ready to use.
{
"mcpServers": {
"meta-ad-creative-copy-pairing-scorer-mcp": {
"url": "https://edge.vinkius.com/vk_preview_i2xfH3jTECtVG6sbY41Rry9MRCTNAsXvqp9mvDh5/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
FAQ
Questions Meta Ad Scorer owners ask.
- 01
How does the keyword overlap capability work?
The calculate_keyword_overlap capability identifies significant shared words between your ad text and the image description to measure semantic reinforcement.
- 02
Can I check if my CTA is misleading?
Yes, use verify_cta_consistency to ensure your button label (like 'Shop Now') aligns with the promise made in your ad copy.
- 03
Does this help with text-in-image guidelines?
Absolutely. The estimate_text_density capability evaluates if the amount of text on your creative exceeds recommended visual clarity thresholds.
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