Kuchi: launch-video templates for AI agents, with an MCP server

Kuchi is a library of real product-launch videos that your agent uses as inspiration templates. Each video is measured frame by frame. Your agent picks a reference, studies its shots, plans a remake that uses your product, assets and copy, and checks the result against the reference. It copies motion and taste, never the reference’s brand, footage or music.

Setup prompt

Connect the Kuchi MCP server at https://kuchi.kalarislabs.com/mcp (Streamable HTTP, no sign-in) and confirm it works by listing its tools.

Connect your agent

Claude, Claude Code, ChatGPT, Codex, Cursor, VS Code and Gemini CLI.

Browse the gallery

All 84 videos play in the browser, with stats and copyable prompts.

MCP tools

Ten tools, two prompts and two resources.

Remake workflow

Find, study, plan, build and check.

What is in the library

Style category	Videos
Device and UI transformations: phones, floating windows, camera moves, interfaces that change shape	19
Clean UI, data and graphics	20
Pastel UI and cursor demos	12
Typography and abstract motion	11
Dark, gradient and mixed media	19
Illustrated mascot stories	3
Total	84

Every entry includes a playable MP4, a poster, a remake prompt, historical post stats and credit to the original creator. Kuchi’s data files are in the repository.

What Kuchi does and what your agent does

Kuchi supplies	Your agent does
Exact shot boundaries, entrances, motion levels, colors and loudness, measured from every frame	Reads storyboard frames and decides what each shot shows
Storyboard sheets of real frames	Builds the video with your product, assets and copy
A blueprint that re-times every reference shot to your target length on whole frames	Asks you for missing assets
Checks for reused brand words, borrowed assets and timing drift	Compares its frames with the reference before delivering

Without MCP, the same data is available as JSON at https://kuchi.kalarislabs.com/agent/catalog.json.

License

Kuchi’s curation, prompts and code are MIT licensed. The videos, previews, product UI, logos and branding remain with their owners, and every entry links to its original post.

Last modified on November 15, 2026

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