Is the generated API endpoint secure for production use?

Yes, the implementation includes built-in authentication checks using better-auth to ensure only authorized users can access the scoring engine.

Does this skill process actual video files?

No, it analyzes text-based transcript segments and metadata to provide high-level content scoring and ranking based on dialogue and context.

What are the four axes used for scoring video segments?

The skill evaluates segments based on Emotional Peak (intensity), Info Density (value per minute), Surprise (unexpected turns), and Standalone (clarity without context).

Can I customize the scoring weights for my specific content type?

Yes, you can pass preferences like 'prefer funny' or 'prefer informational' to adjust how the AI weights the different axes during the analysis phase.

How does extended thinking improve the clip scoring results?

It allows Claude to use a dedicated reasoning budget to cross-reference segments and evaluate nuance, resulting in more accurate scores and better rationales for why a clip is valuable.

Video Clip Segment Scorer

Name: Video Clip Segment Scorer
Author: mattwoodco

bymattwoodco

•

Gestión de Contenido

Analyzes video transcripts using AI extended thinking to identify high-impact segments across four engagement axes.

The Video Clip Segment Scorer skill automates the discovery of viral-ready moments within long-form video content. By processing transcripts through Claude’s extended thinking model with an 8,000-token budget, the skill evaluates segments on emotional intensity, information density, surprise, and standalone clarity. This allows creators to skip manual scrubbing and immediately identify the top 5 segments most suitable for social media, educational highlights, or promotional teasers, complete with detailed rationales for every score.

Características Principales

01Secure, auth-gated Next.js API endpoint for production integration

023 GitHub stars

034-axis scoring system (Emotional Peak, Info Density, Surprise, Standalone)

04Customizable preferences for funny, informational, or controversial content

058,000 token AI reasoning budget for deep content analysis

06Automated ranking of the top 5 most engaging segments

Casos de Uso

01Extracting the most informational 'nuggets' from long-form educational webinars

02Identifying viral podcast segments for TikTok, Reels, and YouTube Shorts

03Pruning interview footage to find the most emotionally resonant or surprising quotes

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add mattwoodco/skills clip-score

For use in Claude.ai and ChatGPT

Download Skill