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google-ads-creative-analyst

Analyze Google Ads creative performance and calculate fatigue scores across ad formats.

1|Updated Feb 15, 2026
Search Tags:#optimization#google ads#creative analysis#ad performance#fatigue detection#ad strength
One-click install
npx skills add https://github.com/kayasinan/meta-ad-manager --skill google-ads-creative-analyst
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: google-ads-creative-analyst
Source: https://github.com/kayasinan/meta-ad-manager/tree/main/google-ads-creative-analyst
Command: npx skills add https://github.com/kayasinan/meta-ad-manager --skill google-ads-creative-analyst

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) and scripts (resource) components.

What problem does it solve?

This Skill analyzes Google Ads creative performance to identify fatigue, detect winning patterns, and provide actionable insights for optimization, ultimately improving ad effectiveness and ROI.

Core Features & Use Cases

  • Creative Fatigue Analysis: Calculates a fatigue score for each ad based on CTR decay, frequency, engagement, age, and conversion decline.
  • Ad Strength Scoring: Analyzes Google's native Ad Strength ratings (POOR to EXCELLENT) and identifies areas for improvement.
  • Pattern Identification: Extracts winning formulas for headlines, descriptions, and visuals from top-performing ads.
  • Use Case: A marketing manager can use this Skill to automatically identify ads that are losing effectiveness due to fatigue and receive clear recommendations on which ads to pause and what new creative elements to produce for better performance.

Quick Start

Use the google-ads-creative-analyst skill to analyze ad performance for the current brand.

Frequently Asked Questions about google-ads-creative-analyst

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect ad fatigue in Google Ads?▼

Detect Google Ads creative fatigue by calculating a fatigue score based on CTR decay, frequency pressure, engagement decline, ad age, and conversion decline. This analysis identifies ads losing effectiveness and outputs fatigue alerts for campaign monitoring.

Can I analyze creative performance across multiple Google Ads formats?▼

Yes, creative performance analysis covers search, display, video, and shopping ad formats. The process evaluates Google's Ad Strength ratings and extracts winning patterns from top-performing ads to generate replication blueprints.

What is the best way to optimize Google Ads creative based on Ad Strength?▼

Optimize Google Ads creative by analyzing native Ad Strength ratings from POOR to EXCELLENT. The analysis identifies specific areas for improvement and outputs actionable recommendations for pausing underperforming ads.

How do I identify winning creative patterns in Google Ads?▼

Identify winning Google Ads creative patterns by extracting successful formulas for headlines, descriptions, and visuals from top-performing ads. This pattern identification produces replication blueprints for creative producers.

Does Google Ads creative analysis work for shopping and video campaigns?▼

Yes, Google Ads creative analysis works for shopping and video campaigns, alongside search and display formats. It calculates fatigue scores and provides optimization insights across all these ad formats to improve ROI.

When should I pause Google Ads creatives due to performance decline?▼

Pause Google Ads creatives when fatigue analysis shows significant CTR decay, frequency pressure, and conversion decline. The resulting reports provide clear recommendations on which ads to pause and what new creative elements to produce.

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