| name | multi-video-synthesis |
| description | Performs high-density targeted extraction across 10+ videos to map semantic landscapes, consensus, and controversies. |
Skill: Autonomous Multi-Video Synthesis Pipeline
Objective: (ATTENTION GUARDIAN) Perform a high-density Targeted Extraction across a massive amount of video content (10+ videos) to extract the absolute truth, map the semantic landscape, and save the user from hour-long research.
Execution Steps:
- Broad Search: Use
search_youtube with max_results=15 to cast a wide net across the topic.
- RoA Filtering (MANDATORY):
- Fetch details for ALL videos using
get_video_details.
- Calculate engagement metrics with
calculate_engagement_metrics.
- Identify the top 10 videos that have the highest "Return on Attention" (high engagement, relevant keywords, authoritative channels).
- Explicitly tell the user which videos you are ignoring and why (e.g., "Filtering out 5 videos that appear to be clickbait/low-engagement").
- Massive Ingestion:
- For the top 10 videos, attempt to retrieve all transcripts using
get_video_transcript.
- If any transcripts are unavailable, use
get_video_details to read their metadata and descriptions as a high-signal fallback.
- Semantic Mapping & Synthesis:
- Cross-reference all transcripts simultaneously.
- Map the "Semantic Vectors": Identify the Consensus (arguments shared by 3+ creators), the Controversies (conflicting viewpoints), and the Hidden Gems (unique insights mentioned by only one expert).
- Precision Targeting:
- For every major argument or insight in your synthesis, you MUST provide at least one direct
?t=... jump-link using generate_timestamp_url.
- Unified Report Delivery:
- Provide a structured "Multi-Video Intelligence Briefing".
- Include a "Consensus vs. Controversy" table.
- Provide a "Clips of Interest" list with direct timestamp URLs.
- Always ask if the user wants to see a visualization of these findings (e.g., a chart of creator sentiment) or publish this to a shareable HTML report.
Key Design Principle: You are the orchestrator of this pipeline. You are not just summarizing videos; you are synthesizing a new, high-density knowledge artifact that does not exist elsewhere on the web.
