Scoring Criteria

What this skill does

The Scoring Criteria skill provides a structured framework to evaluate app store assets by scoring key dimensions—Title & Subtitle, Description, Visual Assets, and more—on a 0 to 10 scale. It integrates brand maturity tiers (Dominant, Established, Challenger) to adjust expectations and interpretations, ensuring scores reflect strategic context like brand recognition or keyword use. Metrics such as keyword placement, character usage, and clarity of app purpose guide objective, repeatable assessments of app store optimization (ASO) elements.

This skill helps marketers quantify and benchmark app metadata quality, balancing SEO, branding, and user appeal factors. It surfaces actionable insights by highlighting strengths and weaknesses within each dimension, enabling focused optimization efforts that drive visibility and conversion across Apple App Store and Google Play platforms.

Who it's for

This skill is designed for ASO specialists managing app metadata to improve organic search performance and user engagement. Growth leads at mobile-first companies can use it to audit app store listings systematically and align messaging with brand positioning. Agencies supporting app clients benefit from the clear rubric-based scoring to diagnose gaps and communicate prioritized fixes with clients, especially when managing multiple apps across competitive tiers.

It suits teams aiming to integrate qualitative scoring with quantitative app store analytics, bridging keyword strategy and creative asset evaluation in a repeatable workflow.

Key workflows

Practitioners begin by determining the app’s brand maturity tier—Dominant, Established, or Challenger—to set baseline scoring adjustments. Next, they evaluate the Title & Subtitle, checking for keyword presence, character usage, and clarity of purpose while applying tier-specific rules like allowance for brand-only titles in Dominant apps. Then, they assess the Description, focusing on hook quality, structure, promotional text, and keyword density tailored to Apple or Google Play formats.

Finally, they score Visual Assets by reviewing screenshots and videos for clarity, storytelling, and distinctiveness. Each stage results in a numerical score reflecting adherence to documented rubrics, which can be aggregated to guide optimization priorities and track improvements over time.

Common questions

How do brand tiers affect scoring? Brand tiers adjust expectations, allowing Dominant brands to score higher on brand-only titles while Challengers require keyword-rich titles. Can this skill be applied across app stores? Yes, it includes separate criteria for Apple and Google Play descriptions, reflecting platform-specific best practices. What if data is missing for a dimension? A score of zero is assigned when data is unavailable, signaling incomplete assessment rather than poor quality.

How to use in Metaflow

Attach the Scoring Criteria skill to any agent task focused on app store asset evaluation to generate structured, rubric-based scores for each dimension. The skill will guide your agent through tier classification and dimension-specific scoring, producing clear outputs that support data-driven optimization decisions. Expect a detailed breakdown of scores with explanations tied to brand maturity and ASO best practices, enabling precise prioritization within your workflow. This sets a solid foundation for continuous improvement and...

For broader context, see our roundup of claude skills for marketing, and read Claude skills for SEO for related setup guidance.