skills.rest
sayalinvidia
sayalinvidiaCOMMUNITY
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vss-summarize-video

Summarize video clips into structured summaries with events via LVS.

Updated Apr 16, 2026
Search Tags:#summarization#API#video#HITL#VLM#LVS
One-click install
npx skills add https://github.com/sayalinvidia/sayali-skills-test --skill vss-summarize-video
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: vss-summarize-video
Source: https://github.com/sayalinvidia/sayali-skills-test/tree/main/skills/vss-summarize-video
Command: npx skills add https://github.com/sayalinvidia/sayali-skills-test --skill vss-summarize-video

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) and assets (resource) components.

What problem does it solve?

Converts lengthy video recordings into concise, context-rich narrative summaries to help humans quickly understand events and timelines.

Core Features & Use Cases

  • HITL-guided LVS-based summarization for high-quality outputs.
  • Automatic fallback to a VLM when LVS is unavailable, ensuring resilience.
  • Returns a structured payload with video_summary and events, including timestamps.

Quick Start

Provide a video clip URL, a scenario, and a list of events to generate a structured video summary through the LVS HITL flow.

Frequently Asked Questions about vss-summarize-video

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate a structured video summary with timestamps from a video clip URL?▼

To generate a structured video summary, provide a video clip URL, a scenario, and a list of events to route the summarization request through the LVS HITL-enabled service, which returns a payload with timestamps.

What happens to my video summarization task if the LVS service is unavailable?▼

If the LVS service is unavailable, the video summarization task automatically falls back to a VLM, ensuring resilient processing and returning a structured payload with a video summary and events.

Can I use a VLM for video summarization when LVS routing fails?▼

Yes, you can rely on a VLM for video summarization because the skill is designed to automatically fall back to a VLM when the primary LVS HITL-enabled service is unavailable or fails.

How do I get scenario-based video summaries that include specific events and objects of interest?▼

To get scenario-based video summaries, pass a designated scenario and a list of events into the API along with your clip URL to generate a structured payload containing both the video summary and events.

Do I need a specific API endpoint to perform HITL-guided video summarization?▼

Yes, HITL-guided video summarization requires the LVS video summarization API endpoint and a clip URL from the VIOS to validate readiness and process the specified model for summarization.

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