product-cf

product-cf is a skill for Claude Code from MelonS/MelonS-Agents. It costs 0 tokens per session (1,113 once invoked), scanned A, original, MIT.

A workflow for turning one product photo into a vertical commercial-style video. The real product image stays unchanged while camera movement, backgrounds, lighting, particles, and supporting footage are added around it.

In plain words
What is it for?
Use it to create a 9:16 product advertisement with a real cutout, a layered camera move, label lighting effects, liquid or particle footage, and beat-timed edits.
Why use it?
It protects product labels and appearance from distortion while still allowing motion and visual effects in the surrounding scene.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Good fit Use it to create a 9:16 product advertisement with a real cutout, a layered camera move, label lighting effects, liquid or particle footage, and beat-timed edits.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/melons/melons-agents/product-cf
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add MelonS/MelonS-Agents --skill product-cf
Clone the repo
git clone --depth 1 https://github.com/MelonS/MelonS-Agents

Made for: Claude Code.

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.

agentmods badge for product-cf

README.md
[![agentmods](https://agentmods.dev/badge/skills/melons/melons-agents/product-cf.svg)](https://agentmods.dev/skills/melons/melons-agents/product-cf)
Your own site
<a href="https://agentmods.dev/skills/melons/melons-agents/product-cf"><img src="https://agentmods.dev/badge/skills/melons/melons-agents/product-cf.svg" alt="Measured on agentmods" height="20"></a>
Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,113 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00000 $0.01113
Opus 5 $0.00000 $0.00557
Sonnet 5 $0.00000 $0.00223
Haiku 4.5 $0.00000 $0.00111

Measured 7d ago against content hash 6a50c9cf6034, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

product-cf scanned grade A with 1 finding 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 7d ago.

The scan reads SKILL.md. This mod also ships 6 executable files (scripts/cylinder_turntable.py, scripts/depth_estimate.py, scripts/depth_parallax.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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

allowed-tools: Bash(bash:*) Bash(ffmpeg:*) Bash(ffprobe:*) Bash(curl:*) Bash(jq:*) Read Write
skills/product-cf/SKILL.md · 85 lines

How it starts

The opening of the file, as written. The whole thing — 85 lines — stays where its author put it; the contents beside it link to each section on GitHub.

product-cf

Make a commercial-film-feel (CF) vertical short from one product photo. The defining constraint: never regenerate the product. Generative video distorts labels and mangles hands — exactly the two things a product ad cannot afford. So the product stays a real, pixel-perfect cutout and the world moves around it.

Why a separate skill (not a music-video mode)

music-video is music-as-primary-audio + free-to-morph mood B-roll. product-cf differs on all three split criteria:

criterion music-video product-cf
primary input a music file a product photo
trigger intent "make a music vid" "make an ad for this product"
hard invariant none product label integrity (never morphs)

So product-cf is its own skill, but it reuses music-video as a black box for the parts that overlap (beat detection, Pexels B-roll, 9:16 render, shaders). music-video's run.sh is never edited.

The technique (compositing + 2.5D, no I2V on the product)

  1. Cutoutrembg removes the background → product PNG with alpha.
  2. 2.5D camera move — product gets a slow push-in / drift; the background scene moves at a different rate → parallax depth. Product pixels never change, only the virtual camera.
  3. Label light-sweep — a specular highlight travels across the label, masked to the product alpha. The "premium product shot" tell.
  4. Motion lives around the product, not on it — splashes, ice, condensation, bokeh come from liquid B-roll (music-video's Pexels layer) intercut with the hero shot, or composited as foreground particles. "Shaking / pouring / drinking" is implied via these cuts — the real product is never touched by a hand or liquid.
  5. Beat-synced assembly — music-video supplies beat-aligned cut points; hero shots land on the strong beats, B-roll fills between.

Read the full file on GitHub · 85 lines

Files

What ships with it

6 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.

  1. 7d ago First seen · 85 lines · 0 tokens per session scan A 6a50c9cf6034

Subscribe to this mod's changes

product-cf is a skill published in the GitHub repository MelonS/MelonS-Agents (16 stars, last pushed 15d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,113 tokens. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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