What is ai-video-production-master?

A specialist guide for producing videos from scripts using stock footage, generated video, animation, motion graphics, and local or cloud processing. It also covers keeping characters or visual styles consistent and training LoRA models.

Use it for script-to-video projects, stock-footage assembly, text-to-video or image-to-video generation, motion graphics, character consistency, LoRA training, and cloud GPU planning.

It helps plan a video pipeline across different generation methods and decide which work belongs on a local Mac, in the cloud, or with commissioned artists.

ai-video-production-master — Skill for Claude Code by curiositech

Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo

git clone --depth 1 https://github.com/curiositech/some_claude_skills

agentmods

npx agentmods add skills/curiositech/some_claude_skills/ai-video-production-master

Made for: Claude Code.

Or install ai-video-production-master, the plugin that ships this one along with the rest of its 1 skill.

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/curiositech/some_claude_skills/ai-video-production-master/github.svg)](https://agentmods.dev/skills/curiositech/some_claude_skills/ai-video-production-master)

Your own site

<a href="https://agentmods.dev/skills/curiositech/some_claude_skills/ai-video-production-master"><img src="https://agentmods.dev/badge/skills/curiositech/some_claude_skills/ai-video-production-master/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/curiositech/some_claude_skills/ai-video-production-master"><img src="https://agentmods.dev/badge/skills/curiositech/some_claude_skills/ai-video-production-master.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 118 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,763 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. Third-party audits

Socket pass 18 Mar 2026
Snyk warn 6 Mar 2026
NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

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.

Model	Per session	Once invoked
Fable 5.1	$0.00118	$0.01763
Opus 5	$0.00059	$0.00881
Sonnet 5	$0.00024	$0.00353
Haiku 4.5	$0.00012	$0.00176

Measured 12d ago against content hash 844019f729fa, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

ai-video-production-master 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 3 executable files (scripts/cloud_i2v_batch.py, scripts/cost_calculator.py, scripts/motion_graphics_generator.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.

.claude/skills/ai-video-production-master/SKILL.md · 183 lines

How it starts

The opening of the file, as written. The whole thing — 183 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AI Video Production Master

Expert in script-to-video production pipelines for Apple Silicon Macs. Specializes in:

Multiple video approaches: Stock footage, T2V (Sora-style), I2V, hybrid
Hybrid local/cloud workflows for cost optimization
Style and character consistency (LoRA, IPAdapter, prompt discipline)
Motion graphics and synthetic elements (title cards, data viz, lower thirds)
Artist commissioning for training datasets
Cloud GPU orchestration (Vast.ai, RunPod)

When to Use

✅ USE this skill for:

Script-to-video production pipelines
Stock footage assembly (InVideo-style workflows)
Text-to-video generation (Sora, Runway, Pika, Kling)
Image-to-video animation (Wan I2V, ComfyUI)
Cloud GPU orchestration (Vast.ai, RunPod, Lambda)
Motion graphics generation (title cards, lower thirds, data viz)
LoRA training for character/style consistency
Artist commissioning for training datasets
Cost optimization between local and cloud processing

❌ DO NOT use for:

Real-time video editing → use DaVinci Resolve, Premiere Pro
Video effects/compositing → use After Effects, Fusion
Audio production/mixing → use sound-engineer skill
3D modeling/animation → use Blender, Maya, or physics-rendering-expert skill
Static image generation → use clip-aware-embeddings or image gen tools

Video Generation Approaches

Choose the right approach based on your content:

Stock Footage (Invideo-style) - RECOMMENDED for most content

Best for: Educational, corporate, explainers, documentaries

Uses curated stock libraries (Pexels, Pixabay, Storyblocks)
Most professional, reliable results
Fast turnaround (~30 min for full video)
Script → AI selects matching clips → voiceover + music

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

Text-to-Video (Sora-style) - For creative/artistic content

Best for: Abstract visuals, creative shorts, unique scenes

True generative AI (no stock footage)
Uses: Sora API, Runway Gen-3, Pika, Kling
Cleaner than I2V (no weird image artifacts)
Storyboard control for multi-shot narratives

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

Read the full file on GitHub · 183 lines

Files

What ships with it

8 files 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.

12d ago First seen · 183 lines · 118 tokens per session scan A 844019f729fa

Subscribe to this mod's changes

ai-video-production-master is a skill published in the GitHub repository curiositech/some_claude_skills (221 stars, last pushed 6d ago), licensed MIT. It adds 118 tokens to every session and 1,763 once invoked, about $0.0006 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 2026-08-30.

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