Pack

Video Recap Skills

zenstory-ai/video-recap-skills

Six skills that turn one or several source videos into a Chinese-narration recap, covering scene analysis, scripting, voice-over, cutting, subtitles and ffmpeg assembly.

View on GitHub
01Author
ZenStory AI
03Stars
545 · as of Oct 3, 2026
04Last updated
Sep 28, 2026
05License
MIT
06Works with
Claude Code · Codex · OpenClaw
07Models
Xiaomi MiMo · Fish Audio · ffmpeg · JianYing / CapCut
08Content language
Chinese
09Domains
Short drama · AI video
10Stages
Pipeline · Editing · Audio
SC 01Overview

What it does

You give the agent a video path (mp4, mov, mkv or webm) and describe the recap you want. A video-recap orchestrator chains five stage skills that exchange files in a work directory: video understanding (scene detection, speech recognition, vision-model notes), script (story plan, sound plan, timestamped narration), cut, voice-over (TTS fitted to each time window) and assembly (ducking, subtitles, loudness). The result is a narrated recap with subtitles plus machine-readable QC and revision logs, and the timeline can be exported as an editable JianYing/CapCut draft. It needs Python 3.10+, ffmpeg with libass and a Xiaomi MiMo API key billed per use, with Fish Audio as an optional voice; no GPU is required.

Included skills

  • video-recap
  • video-understanding
  • video-script
  • video-cut
  • video-voiceover
  • video-assemble
SC 02Install

How to install it

  • 01From the README

    The install command quoted from the repository README.

    /plugin marketplace add zenstory-ai/video-recap-skills /plugin install video-recap-skills@video-recap
  • 02skills CLI, for Claude Code, Codex and others

    The open skills CLI from Vercel Labs installs a skill from a GitHub repo into the folder each agent expects. It asks which skills and which agents you want, and it installs for the current project unless you add the -g flag, which installs for your user account. Add --list to see what a repo contains before you install anything.

    npx skills add zenstory-ai/video-recap-skills
  • 03Claude Code, skills folder

    Copy the skill's folder, the one that holds SKILL.md, into ~/.claude/skills/ to use it in every project on your machine, or into .claude/skills/ in a repository to use it there and share it by committing it. Claude Code picks up changes to these folders during a session. If the folder did not exist when the session started, run /reload-skills.

  • 04Claude Code, plugin marketplace

    Some repos publish a plugin marketplace, a .claude-plugin/marketplace.json file. Add it in Claude Code, then install a plugin from it with /plugin install plugin-name@marketplace-name. Plugins can bundle hooks and MCP servers along with skills, so read the details panel before you confirm.

    /plugin marketplace add zenstory-ai/video-recap-skills
  • 05Codex, skills folder or $skill-installer

    Codex reads skills from .agents/skills in your working folder and its parent folders up to the repository root, and from $HOME/.agents/skills for every repository. Copy the skill's folder into one of them, or run $skill-installer inside Codex and ask it to install from the repo. Codex detects new skills automatically and needs a restart only if one does not appear.

The first command is quoted from the author's README. The others are the standard ways to install a skill from a GitHub repository. They are templates and may not apply here, for example if the repo has no plugin marketplace, so follow the README first.

SC 03Fit

Where it fits in a film pipeline

The production stages this skill covers, and where Pencil0 picks up.

SC 04Related

Related skills

  • Pack

    OpenMontage

    calesthio/OpenMontage

    An open-source repo in which a coding agent directs video production through staged pipelines, with a large set of skills on video-model APIs, music, speech, editing and composition.

    • Pipeline
    • Generation
    • Editing
    62.4kGitHub starsUpdated Sep 2026
  • OfficialPack

    HyperFrames Skills

    heygen-com/hyperframes

    HeyGen's 21 skills for its open-source HTML-to-video framework: an agent plans, codes and renders explainers, launch videos, captions and music-synced clips as deterministic MP4s.

    • Editing
    • Pipeline
    • Audio
    55.8kGitHub starsUpdated Oct 2026
  • OfficialPack

    Toonflow Skills

    HBAI-Ltd/Toonflow-app

    Skills that come with the open-source Toonflow canvas app: a production workflow with Seedance 2.0/2.5 prompt rules, a canvas manual, a text-storyboard skill and an MCP skill for outside agents.

    • Pipeline
    • Prompting
    • Storyboard
    16.3kGitHub starsUpdated Oct 2026
  • OfficialPack

    MiniMax H3 skills

    MiniMax-AI/MiniMax-H3

    MiniMax's official skills for its H3 video model: one portable prompt-writing skill plus eight style-specific video workflows that need the MiniMax Hub agent.

    • Prompting
    • Pipeline
    • Generation
    9.5kGitHub starsUpdated Aug 2026
  • Official

    DramaClaw Skill

    dramaclaw/dramaclaw

    An agent skill that moves a novel or script already loaded into a DramaClaw project through its AI drama pipeline, starting one queued step per message.

    • Pipeline
    • Storyboard
    • Generation
    6.6kGitHub starsUpdated Oct 2026
  • OfficialPack

    ArcReel agent skills

    ArcReel/ArcReel

    Skills that let an agent drive ArcReel, a self-hosted AI video workbench, from script prompts and reference sheets through storyboard stills, clips, narration and a timeline edit.

    • Pipeline
    • Storyboard
    • Generation
    5.3kGitHub starsUpdated Oct 2026

This is a third-party skill. It is not maintained or audited by Pencil0, and skills can run scripts on your machine, so read the SKILL.md and any scripts before installing. Stars, license and dates are a GitHub snapshot and may be out of date.