Plan Social Intelligence Upgrade

What this skill does

This skill upgrades your content planning by integrating real-time engagement data—views, likes, comments, and shares—from platforms like YouTube, TikTok, X, and Reddit. It identifies which content is currently winning by collecting and normalizing social signals, then analyzing patterns such as top-performing formats, hooks, and creators. The output is a detailed insight report that helps you prioritize content angles with proven engagement metrics.

It operates flexibly with or without direct API access, defaulting to web search and page scraping when APIs aren’t configured. This ensures you can surface meaningful social intelligence even without complex integrations, though API use provides more structured and accurate data.

Who it's for

This skill is designed for performance marketers and growth leads who need to ground content decisions in actual social engagement data rather than guesswork. SEO and PPC operators looking to align paid campaigns with trending organic content will find it valuable for optimizing targeting and messaging. Agency strategists managing multi-platform campaigns can use it to scout competitive content and validate creative concepts before production.

Key workflows

Start by defining your keyword and target platforms, choosing from YouTube, TikTok, X, and Reddit. Next, configure whether to pull data via API or rely on web search and scraping; the skill will gather content metadata and engagement metrics accordingly. Then, it normalizes and scores each content piece using an engagement formula weighted heavily by shares and comments to reflect viral and high-intent signals. Finally, the skill analyzes these top-performing contents to identify winning formats, hooks, duration sweet spots, and content gaps, delivering actionable insights to guide your next content angles.

Common questions

Can I use this skill without API access? Yes, it works with just web search and page fetches but offers richer data and accuracy if you configure an API provider. How does it normalize engagement across different platforms? It calculates an engagement score that weighs shares, comments, and likes relative to views to fairly compare content regardless of age or platform. What kind of content insights can I expect? The skill surfaces patterns like dominant formats, high-performing hooks, optimal video lengths, and content gaps missed by competitors.

How to use in Metaflow

Attach the Plan Social Intelligence Upgrade skill to your agent’s research task to automate real-time scanning of top content by keyword and platform. Configure API credentials if available for enhanced data quality, or rely on default web scraping for basic social signals. Expect detailed output including engagement benchmarks and recommended content angles that can feed directly into your content creation or campaign planning workflows. This skill integrates smoothly with other Metaflow growth and content skills to support data-driven marketing decisions.

For broader context, see our roundup of marketing skills claude, and read common Claude Code content mistakes for related setup guidance.