ecommerce-video-highlights

ecommerce-video-highlights is a skill for Claude Code, Codex from yehyakin/hermes-skills. It costs 59 tokens per session (1,495 once invoked), scanned A, original, MIT.

A three-stage process for finding commercially useful moments in e-commerce videos: sample images, transcribe speech, and review the visuals with AI. It produces a list of clips with times, scene types, commercial ratings, and reasons.

In plain words
What is it for?
Finding product close-ups, outfit demonstrations, price or discount messages, and other clips worth turning into sales content.
Why use it?
It reduces the work of searching long livestreams or product videos for moments suitable for attaching a product link.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Finding product close-ups, outfit demonstrations, price or discount messages, and other clips worth turning into sales content.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/yehyakin/hermes-skills/ecommerce-video-highlights
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add yehyakin/hermes-skills --skill ecommerce-video-highlights
Clone the repo
git clone --depth 1 https://github.com/yehyakin/hermes-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ecommerce-video-highlights

README.md
[![agentmods](https://agentmods.dev/badge/skills/yehyakin/hermes-skills/ecommerce-video-highlights/github.svg)](https://agentmods.dev/skills/yehyakin/hermes-skills/ecommerce-video-highlights)
Your own site
<a href="https://agentmods.dev/skills/yehyakin/hermes-skills/ecommerce-video-highlights"><img src="https://agentmods.dev/badge/skills/yehyakin/hermes-skills/ecommerce-video-highlights/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ecommerce-video-highlights

Your own site · 80×15
<a href="https://agentmods.dev/skills/yehyakin/hermes-skills/ecommerce-video-highlights"><img src="https://agentmods.dev/badge/skills/yehyakin/hermes-skills/ecommerce-video-highlights.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 59 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,495 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00059 $0.01495
Opus 5 $0.00030 $0.00747
Sonnet 5 $0.00012 $0.00299
Haiku 4.5 $0.00006 $0.00150

Measured 12d ago against content hash 9e6b276941e5, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

ecommerce-video-highlights scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (examples/extract_highlights.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

ecommerce-video-highlights/SKILL.md · 154 lines

How it starts

The opening of the file, as written. The whole thing — 154 lines — stays where its author put it; the contents beside it link to each section on GitHub.

电商视频精彩片段 AI 提取

从长视频(直播回放/种草视频)中识别适合挂车的高价值片段。

Pipeline 三阶段

阶段 1:提取帧图片

# 每分钟1帧,分辨率降到960px方便分析
ffmpeg -i "input.mp4" \
    -vf "fps=1/60,scale=540:960" \
    -q:v 5 "frame_%06d.jpg"
  • 采样频率:每60秒1帧是平衡点(太长会漏片段,太短分析量太大)
  • 分辨率:保留原始比例,降为960px宽足够 AI 分析

阶段 2:音频转写(Whisper)

import whisper
model = whisper.load_model('base')
result = model.transcribe('audio.wav', language='zh', task='translate')
# 保存到 transcript.json
  • 语言:中文视频用 language='zh', task='translate'
  • 后台运行:3小时音频需要10+分钟,用 background=true + notify_on_complete=true
  • 输出transcript.jsontext(全文)和 segments(带时间戳的句子)

阶段 3:AI 视觉分析

  • 选每10分钟1帧(约22帧)进行视觉分析
  • vision_analyze 工具,prompt 要简洁:
    描述视频画面:场景、人物穿着、产品展示、文字内容、时间戳约XX:XX
    
  • 商业价值判断维度
    1. 是否有产品特写(服装/护肤品等)
    2. 主播讲解姿势 vs 纯展示
    3. 是否有价格/优惠文字
    4. 画面是否清晰、主体是否突出

输出格式

推荐片段表:

时间 场景类型 商业价值 理由
01:41 产品特写 ⭐⭐⭐⭐⭐ 手持服装展示,可看清材质
03:22 搭配讲解 ⭐⭐⭐⭐ 全身穿搭演示

步骤 4:完成后自动存入 neirong-fuoli 素材库 ⭐

必须执行,不得跳过。

分析完成后,将以下内容写入:

~/content-fuoli/
├── 03-素材库/爆款话术库/
│   └── YYYYMMDD-{竞品名}-{片段名}.md
├── 06-竞品监控/竞品分析/
│   └── YYYYMMDD-{竞品名}-高光分析.md
└── 04-数据复盘/content_data_table.md(追加记录)

分析报告文件模板:

# {竞品名} 视频高光分析
**原始视频**:{标题/链接}
**视频时长**:{X}分钟
**分析时间**:{日期}
**推荐片段数**:{N}个

---

## 片段清单

| 时间 | 场景类型 | 商业价值 | 理由 |
|------|----------|----------|------|
| ... | ... | ... | ... |

---

## 话术亮点摘录

{从Transcript中提取的关键话术,3-5条}

---

## 标签
#竞品 #高光分析 #{竞品名} #电商 #服装

飞书通知用户:

🎯 竞品视频分析完成

**竞品**:{竞品名}
**推荐片段**:{N}个
**高价值片段**:{X}个(⭐⭐⭐⭐以上)

💾 已存入 content-fuoli 竞品监控目录
📋 发布清单:{路径}

工具依赖

工具 安装方式
ffmpeg brew install ffmpeg
whisper pip3 install openai-whisper

踩坑记录(2026-04-25 实测)

竞品视频实测(218分钟,5.7GB)

  • 帧提取:219帧,4分24秒(符合预期)
  • Whisper CPU:3小时38分音频,跑了30分钟仍未完成 → CPU模式极慢,建议GPU或接受更长等待
  • AI画面分析:每10分钟取1帧共22帧,约30分钟分析完毕
  • 实测结论:男装竖屏穿搭视频,手持产品 + 讲解场景商业价值最高

Read the full file on GitHub · 154 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 154 lines · 59 tokens per session scan A 9e6b276941e5

Subscribe to this mod's changes

ecommerce-video-highlights is a skill published in the GitHub repository yehyakin/hermes-skills (9 stars, last pushed 3mo ago), licensed MIT. It adds 59 tokens to every session and 1,495 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories

media-fetch

Download video/audio from 1000+ sites (YouTube, Twitter/X, Spotify, TikTok, etc.), extract audio, download subtitles, transcribe speech to text, and search for videos. Use when asked to download, summarize, or transcribe any video/audio URL, or when asked to search YouTube.

JansenAnalytics/claudex · 67 tokens

ckjia-shopping

A shopping search and price-comparison tool for Taobao, JD.com, Tmall, and Pinduoduo, with image-based product recognition. It requires the ckjia-shopping service and its access key to be enabled.

mateaix/mateclaw · 64 tokens

remotion-video

Use when you need to render an actual video file with Remotion — React compositions, the Composition/Sequence/TransitionSeries graph, transitions, burned-in word-by-word captions from a transcript, automatic silence removal, b-roll overlays, headless CI renders, and a final MP4 or MOV. NOT writing the script, hook…

ericrisco/rsc-harness · 116 tokens

ai-image-generation-editing-api

AI image generation, editing, and background removal API via Bria.ai — authenticates via OAuth device flow and caches credentials in /.bria/credentials, then calls 20+ endpoints to remove backgrounds for transparent PNGs and cutouts, generate images from text prompts, and edit…

rondoflow/rondoflow · 63 tokens

clipforge-video

A tool for making short vertical videos for TikTok, Instagram Reels, YouTube Shorts, and similar platforms from a topic, product link or image, or existing script.

xixihhhh/clipforge · 121 tokens

gemini-image-generator

Use when generating professional posed product images for e-commerce using Gemini AI with optimized prompts.

oyi77/1ai-skills · 21 tokens