Skill

Video Prompt Reverse

luozhilzh/video-prompt-reverse

Markdown skill that reverse-engineers a video or a rough idea into AI video prompts, treating camera and subject motion as a core dimension and adapting the result to 10+ video engines.

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01Author
luozhilzh
03Stars
41 · as of Oct 3, 2026
04Last updated
Aug 12, 2026
05License
MIT
06Works with
Claude Code · Codex · Cursor
07Models
Kling · Hailuo · Jimeng · CogVideoX · Wan · Sora · Runway · Veo 3 · Luma · Pika
08Content language
Chinese
09Domains
AI video
10Stages
Prompting · Storyboard
SC 01Overview

What it does

You paste in a clip (or just describe what you want) and say which engine you target. The skill breaks the footage down by shot, motion, lens, color and audio, then writes a faithful reconstruction prompt, an enhanced version and three variants that each change one thing (composition, lighting, style). It adds video-specific negatives such as morphing, flicker and identity drift, anchors for keeping multi-shot sequences consistent, and a diagnosis matrix for fixing one failing shot at a time. It can also convert a storyboard script into per-shot prompts and rewrite them in the syntax of engines such as Kling, Jimeng, Hailuo, Sora, Runway and Veo 3. It is plain Markdown with no code and ships with guardrails against cloning the likeness of identifiable real people.

SC 02Install

How to install it

  • 01skills 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 luozhilzh/video-prompt-reverse
  • 02Claude 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.

  • 03Claude 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 luozhilzh/video-prompt-reverse
  • 04Codex, 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.

We could not quote an install command from this repo's README. The commands listed here are the generic ones for any skill repository and may not apply, so check 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

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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.