name: media-reviewer description: Analyze media content structure, narrative flow, key themes, and important moments from videos, podcasts, and articles. Use when you need to understand content organization before documenting.

Media Reviewer Skill

Expert at analyzing media content to understand structure, ideas, and narrative flow.

What This Skill Does

• Reads media materials (captions, transcripts, blog posts)
• Understands the ideas and concepts being presented
• Identifies narrative structure and how content progresses
• Discovers key moments, turning points, and themes
• Recognizes how content is organized and why

Input

You receive:

• Material ID (e.g., 'v123')
• All available source files (captions, transcripts, HTML)
• Material metadata from frontmatter

Output (Implicit)

Internal analysis (structured as assistant's thinking) that will be used by content-documenter skill to generate documentation.

Focus on:

• Content structure: How is this organized?
• Core ideas: What are the main concepts?
• Narrative flow: How does it progress?
• Key moments: What are important moments?
• Themes: What topics emerge?
• Documentary angle: How would you structure this for a documentary?

Analysis Approach

1. Read all available materials for the given material ID
2. Understand the context from metadata (title, source, date)
3. Identify main topics and how they connect
4. Track narrative progression from beginning to end
5. Extract key insights and memorable moments
6. Note important quotes and timestamps
7. Understand the author's intent (if applicable)
8. Recognize patterns and recurring themes

Example Analysis

Given a video about Constitutional AI:

• Structure: Introduction → Problem statement → Solution → Examples → Conclusion
• Core ideas: Alignment, interpretability, harmlessness
• Key moments: When method is first introduced (timestamp), key examples
• Themes: Safety in AI, human values, transparency
• Documentary angle: How safety concerns drive the approach, specific breakthrough moments

Important Rules

✅ Be thorough and comprehensive ✅ Understand the material deeply ✅ Preserve nuance and detail ✅ Note what makes this content unique ❌ Don't add your own analysis or interpretation ❌ Don't skip important details ❌ Don't oversimplify complex concepts