AI Product Development Toolkit is a collection of guided prompts, an AI-built starter for Next.js, Supabase, and Vercel applications, and agent instructions for planning and launching products. It helps people turn an idea into user research, product requirements, user flows, and a web app through an interview-led process. The catalogue entries are its planning and development skills and its Claude Code agent configuration.
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.
npx skills add TechNomadCode/AI-Product-Development-Toolkit --skill remotion-videogit clone --depth 1 https://github.com/TechNomadCode/AI-Product-Development-ToolkitWrote 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.
[](https://agentmods.dev/skills/technomadcode/ai-product-development-toolkit/remotion-video)<a href="https://agentmods.dev/skills/technomadcode/ai-product-development-toolkit/remotion-video"><img src="https://agentmods.dev/badge/skills/technomadcode/ai-product-development-toolkit/remotion-video/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.
<a href="https://agentmods.dev/skills/technomadcode/ai-product-development-toolkit/remotion-video"><img src="https://agentmods.dev/badge/skills/technomadcode/ai-product-development-toolkit/remotion-video.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00056 | $0.00998 |
| Opus 5.5 | $0.00022 | $0.00399 |
| Sonnet 5.5 | $0.00011 | $0.00200 |
| Haiku 4.5 | $0.00006 | $0.00100 |
Grade A, and why
remotion-video 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 10d ago.
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.
How it starts
The opening of the file, as written. The whole thing — 55 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Make a short video about the owner's product or brand, entirely in code with Remotion: picture, sound and the final MP4. The work follows brief.md in this skill's folder. If the file is missing, tell the owner to install the skills again.
The owner answers at two points with "go" or what to change. Build nothing before the first go.
1. Proposal, then wait
- If the current folder has a
BRIEF.md, this is a revision of an earlier video. Read it, propose only the changes the owner asked for, and keep the rest. - If the owner gave you their own filled brief, use it. Otherwise, fill in
brief.mdyourself.- Use what the owner named: a link, a folder or a product.
- If they named nothing, read the current folder: README, site copy, logo, colours and fonts.
- If there's nothing to read, ask one question: "What's the video for? Paste a link, a folder path or one sentence."
- Reply with these items, each kept short, in under ten lines in total. Skip intros and extra sections:
- Product: what it is and who it's for, in one sentence.
- Kind: promo, launch, explainer, demo or social clip, taken from the owner's request. If the request doesn't say, use a promo.
- Idea: two or three sentences on how it opens, what happens and how it ends. The story shows what the product does for someone.
- Look and sound: one sentence.
- Format: length, size and frame rate.
- New lines: any on-screen line that isn't from the owner's own material, or "none".
- License: what Remotion's license means for the owner, with the link. Check its official license page first; don't answer from memory.
- Add one more line only if something blocks the idea, for example missing or low-quality assets.
- End with "Go?". Install nothing and create no files before the answer.
2. Storyboard, then wait
What ships with it
2 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.
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.
- 10d ago First seen · 55 lines · 56 tokens per session scan A 46e0f1d6144d
remotion-video is a skill published in the GitHub repository TechNomadCode/AI-Product-Development-Toolkit (1,023 stars, last pushed 2d ago), licensed MIT. It adds 56 tokens to every session and 998 once invoked, about $0.0002 per session on Opus 5.5. 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 2026-10-06.
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