Universal Video Download Skill Evolves into Full‑Video Summarization (z‑video‑study‑webpage‑qwen)

The author open‑sources a universal video‑download Skill and then introduces a companion Skill that automatically extracts audio, frames, and visual insights from a local MP4, runs Whisper and qwen3.7‑plus to generate a structured summary webpage with player, key points, timeline and actionable items.

Old Zhang's AI Learning
Old Zhang's AI Learning
Old Zhang's AI Learning
Universal Video Download Skill Evolves into Full‑Video Summarization (z‑video‑study‑webpage‑qwen)

Hi, I’m the busy "老章" who recently open‑sourced a universal video‑download Skill.

Based on the strong interest, I built another Skill named z-video-study-webpage-qwen that can generate a complete summary webpage for any video.

The webpage contains:

Local video player

30‑second overview

Key knowledge points × corresponding frames

Code / PPT / screenshot of demos

Timeline

Risk / opportunity matrix

Review questions

Action checklist

The processing pipeline splits a local MP4 into four streams:

Audio stream: extract audio and use Whisper to produce a full transcript.

Visual stream: densely sample key frames across the entire duration, each with a frame_id and timestamp.

Direct‑scan stream: feed the video_url to qwen3.7-plus for a global visual scan.

Understanding stream: send transcript fragments together with their associated frames to qwen3.7-plus, letting the model output a structured learning result.

In practice the execution is fairly complex. To install, drop the Skills repository tjxj/z-skills/tree/main/z-video-study-webpage-qwen into your Agent and provide the required multimodal model key.

More detailed documentation will be added later; for now, try it out and give feedback. Please help star the project and share your experience.

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multimodal AIOpen Sourcevideo summarizationvideo downloadWhisperqwen3.7-plus
Old Zhang's AI Learning
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Old Zhang's AI Learning

AI practitioner specializing in large-model evaluation and on-premise deployment, agents, AI programming, Vibe Coding, general AI, and broader tech trends, with daily original technical articles.

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