Agent skill

Multi-Agent Short Video Workflow

by anbeime in anbeime/skill

Organizes a team of AI agent roles to make short product videos, from copy and storyboards to audio and composition, with checks that catch distorted images.

No licenceAuto-check passedMedia & Creative

SKILL.md written in Chinese; this summary is our English description.

Install Multi-Agent Short Video Workflow

skills CLI
$ npx skills add anbeime/skill --skill video-creation-collaborator -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install anbeime/skill video-creation-collaborator --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/anbeime/skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/video-creation-collaborator/video-creation-collaborator .claude/skills/video-creation-collaborator && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
video-creation-collaborator
GitHub stars
7.7k
Token cost
~2.7k tokens
SKILL.md length
360 words
Files
12 (incl. scripts, references, assets)
Skills in repo
62
Repo updated
First seen
Licence
None found

At a glance

Organizes a team of AI agent roles to make short product videos, from copy and storyboards to audio and composition, with checks that catch distorted images.

  • Works in 6 steps: 图片素材生成 → 音频素材生成 → 字幕素材生成 → …
  • Producing a short product video from a product brief
  • SKILL.md covers 任务目标, 前置准备, 操作步骤 and 并行协同与闭环管控, plus 5 more sections
  • Runs Python scripts from its folder; calls python

What it does

This skill structures short-video production as a hand-off chain between agent roles: copywriter, story planner, script writer, storyboard director, storyboard artist, subtitler, voice-over, sound designer, video engineer, quality inspector and a data-feedback role. A run starts from product details and a video brief and moves through five stages, from requirement intake and content framework, through image creation with checks and parallel audio and subtitle work, to video composition and final inspection. The skill text is written in Chinese.

The stated aim is to stop malformed generated images, such as extra limbs or deformed hands, and compositing flaws before they reach the final cut. Six Python helpers cover audio, image generation, image quality checks, subtitles, video compositing and video quality checks, backed by a storyboard template, a quality report template and reference files for agent prompts, asset specifications and quality standards. It lists opencv-python, pillow and moviepy as dependencies and expects input and output working folders.

When your agent uses it

  • Producing a short product video from a product brief
  • Standardizing how several AI agents hand off copy, storyboards and audio
  • Catching distorted storyboard images before video assembly
  • Setting shot counts and subtitle pacing for a 30, 45 or 60 second clip

Example prompts

  • “Make a 30-second product video for our stainless steel water bottle, from copy through final cut.”
  • “Set up the multi-agent pipeline for our short video channel and add the image quality check step.”
  • “Check these storyboard images for extra limbs or deformed hands before we assemble the video.”

Requirements

  • Python with opencv-python, pillow and moviepy
  • Input and output working folders for materials, scripts and drafts

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. 图片素材生成
  2. 音频素材生成
  3. 字幕素材生成
  4. 图片质量检测
  5. 音频质量检测
  6. 视频质量检测

What it can do on your machine

Read from SKILL.md and the folder at commit f7be2c8. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 6 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Multi-Agent Short Video Workflow loads about 2.7k tokens when it runs, and up to ~12k if it reads all its reference files. Until then it costs about 37 tokens; SKILL.md has 360 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
When it runs · the whole SKILL.md, loaded when a task matches
~2.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~12k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 360 words (~2,731 tokens).

name
video-creation-collaborator
dependency.python
opencv-python>=4.8.0, pillow>=10.0.0, moviepy>=1.0.3, numpy>=1.24.0

Read the full SKILL.md on GitHub

Files

SKILL.md and 11 other files (scripts, references, assets) in skills/video-creation-collaborator/video-creation-collaborator of anbeime/skill.

  • SKILL.md
  • assets/reports/quality-report-template.md
  • assets/templates/storyboard-template.md
  • references/agent-prompts.md
  • references/asset-specifications.md
  • references/quality-standards.md
  • scripts/audio_generator.py
  • scripts/image_generator.py
  • scripts/image_quality_checker.py
  • scripts/subtitle_generator.py
  • scripts/video_compositor.py
  • scripts/video_quality_checker.py

Open the folder on GitHubat commit f7be2c8

Compare with similar skills

Multi-Agent Short Video Workflow next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Multi-Agent Short Video Workflow compared with similar skills
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Multi-Agent Short Video Workflow this skillanbeime/skill7.7k—~2.7kAutomated safety check: PassNone
Brag Launch Videolatent-spaces/brag14k1 repos~2.3kAutomated safety check: PassMIT
Weekly Changelog Videoheygen-com/hyperframes59k—~3.3kAutomated safety check: PassApache-2.0
Faceless Explainer Videoheygen-com/hyperframes59k3 repos~7.7kAutomated safety check: NotesApache-2.0
ShortsAgriciDaniel/claude-shorts219—~3.2kAutomated safety check: NotesMIT
Taisly Social Media Postingtaisly/agent2171 repos~1.5kAutomated safety check: PassMIT

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Works with

Questions about Multi-Agent Short Video Workflow

What does Multi-Agent Short Video Workflow do?

Organizes a team of AI agent roles to make short product videos, from copy and storyboards to audio and composition, with checks that catch distorted images. This skill structures short-video production as a hand-off chain between agent roles: copywriter, story planner, script writer, storyboard director, storyboard artist, subtitler, voice-over, sound designer, video engineer, quality inspector and a data-feedback role. A run starts from product details and a video brief and moves through five stages, from requirement intake and content framework, through image creation with checks and parallel audio and subtitle work, to video composition and final inspection.

When should I use Multi-Agent Short Video Workflow?

Multi-Agent Short Video Workflow fits situations like: producing a short product video from a product brief; standardizing how several AI agents hand off copy, storyboards and audio; catching distorted storyboard images before video assembly; setting shot counts and subtitle pacing for a 30, 45 or 60 second clip.

How do I install Multi-Agent Short Video Workflow in Claude Code?

Run `npx skills add anbeime/skill --skill video-creation-collaborator -a claude-code`. Or copy the skill folder (skills/video-creation-collaborator/video-creation-collaborator in anbeime/skill) into .claude/skills/video-creation-collaborator in your project. Claude Code loads it when a task matches its description.

How do I install Multi-Agent Short Video Workflow in Codex?

Run `npx skills add anbeime/skill --skill video-creation-collaborator -a codex`. Or copy the skill folder (skills/video-creation-collaborator/video-creation-collaborator in anbeime/skill) into .agents/skills/video-creation-collaborator in your project. Codex loads it when a task matches its description.

Can I use Multi-Agent Short Video Workflow in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add anbeime/skill --skill video-creation-collaborator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/video-creation-collaborator, .gemini/skills/video-creation-collaborator, .github/skills/video-creation-collaborator and .opencode/skills/video-creation-collaborator in your project.

What does Multi-Agent Short Video Workflow need to run?

Going by SKILL.md and its folder, Multi-Agent Short Video Workflow needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python with opencv-python, pillow and moviepy; Input and output working folders for materials, scripts and drafts.

Does Multi-Agent Short Video Workflow access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Multi-Agent Short Video Workflow safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Multi-Agent Short Video Workflow use?

No licence was found for Multi-Agent Short Video Workflow or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Multi-Agent Short Video Workflow use?

About 2.7k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 8.8k tokens, read only when the agent opens those files.

What are the alternatives to Multi-Agent Short Video Workflow?

Skills that share tags, products or a category with Multi-Agent Short Video Workflow: Brag Launch Video (latent-spaces/brag, 14k stars), Weekly Changelog Video (heygen-com/hyperframes, 59k stars), Faceless Explainer Video (heygen-com/hyperframes, 59k stars) and Shorts (AgriciDaniel/claude-shorts, 219 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Multi-Agent Short Video Workflow?

anbeime (a GitHub user) maintains it in anbeime/skill, which has 7,706 GitHub stars. The repository holds 62 skills in this directory. The repository was last updated on October 8, 2026.

Source: anbeime/skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.