AI Video Production Master

What it does

When your agent uses it

• Tasks that involve AI video generation
• Tasks that involve Video production
• Tasks that involve Motion graphics

Example prompts

• “AI video production”
• “script to video”
• “video generation pipeline”
• “/ai-video-production-master”

Requirements

• Python 3
• Pre-approved tools (allowed-tools): Read, Write, Edit, Bash(python:*,ffmpeg:*,npm:*), WebFetch, mcp__firecrawl__firecrawl_search

Workflow steps

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

1. 1Cost Optimization
2. 2Cloud Batch Processing
3. 3Motion Graphics Generation
4. 4Style Consistency
5. 5Artist Commissioning

What it can do on your machine

Read from SKILL.md and the folder at commit 6713fc7. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves these tools, so the agent can use them without asking each time:

  • Read
  • Write
  • Edit
  • Bash(python:*
  • ffmpeg:*
  • npm:*)
  • WebFetch
  • mcp__firecrawl__firecrawl_search

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  Ships 3 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

AI Video Production Master loads about 1.7k tokens when it runs. Until then it costs about 139 tokens; SKILL.md has 551 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~139

When it runs · the whole SKILL.md, loaded when a task matches

~1.7k

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

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

The full file from curiositech/some_claude_skills at commit 6713fc7, republished under its MIT licence (© curiositech). 551 words, ~1,706 tokens.

name

ai-video-production-master

description

Expert in script-to-video production pipelines for Apple Silicon Macs. Specializes in hybrid local/cloud workflows, LoRA training for character consistency, motion graphics generation, and artist commissioning. Activate on 'AI video production', 'script to video', 'video generation pipeline', 'character consistency', 'LoRA training', 'cloud GPU', 'motion graphics', 'Wan I2V', 'InVideo alternative'. NOT for real-time video editing, video compositing (use DaVinci/Premiere), audio production, or 3D modeling (use Blender/Maya).

allowed-tools

Read, Write, Edit, Bash(python:*,ffmpeg:*,npm:*), WebFetch, mcp__firecrawl__firecrawl_search

metadata.category

AI & Machine Learning

metadata.tags

video, ai-generation, lora, cloud-gpu, motion-graphics, comfyui

python scripts/stock_video_generator.py --script script.txt --style documentary

python scripts/t2v_generator.py --prompt "A serene mountain lake at sunset" --provider sora

python scripts/cloud_i2v_batch.py --images ./keyframes --provider vastai

python scripts/cost_calculator.py --shots 10 --duration 5

python scripts/cloud_i2v_batch.py --images ./keyframes --provider vastai

python scripts/motion_graphics_generator.py --type title --style deep_glow --title "Your Title"

ai-video-production-master/
├── README.md                          # Comprehensive guide
├── SKILL.md                           # This file
├── scripts/
│   ├── cost_calculator.py             # Cost comparison tool
│   ├── cloud_i2v_batch.py             # Cloud batch I2V (Vast.ai/RunPod)
│   ├── stock_video_generator.py       # Stock footage assembly (Invideo-style)
│   ├── t2v_generator.py               # Text-to-video (Sora/Runway/Pika)
│   └── motion_graphics_generator.py   # Title cards, lower thirds
├── workflows/
│   └── comfyui_i2v_optimized.json     # Optimized ComfyUI workflow
└── docs/
    ├── ARTIST_COMMISSIONING_GUIDE.md  # Hiring artists
    └── contracts/
        └── artist_commission_template.md  # Contract template

© curiositech, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 8 other files (scripts) in .claude/skills/ai-video-production-master of curiositech/some_claude_skills.

• SKILL.md
• .claude-plugin/plugin.json
• README.md
• docs/ARTIST_COMMISSIONING_GUIDE.md
• docs/contracts/artist_commission_template.md
• scripts/cloud_i2v_batch.py
• scripts/cost_calculator.py
• scripts/motion_graphics_generator.py
• workflows/comfyui_i2v_optimized.json

Open the folder on GitHubat commit 6713fc7