> ## Documentation Index
> Fetch the complete documentation index at: https://docs.kalarislabs.com/llms.txt
> Use this file to discover all available pages before exploring further.

> ## Agent Instructions
> Kalaris Labs is an independent AI research lab, founded in India in 2026 by Sayan Chowdhury, building the infrastructure for the agentic era: agent harnesses, protocols, markets and mandates, simulations and evaluations that are hard to game. Its motto is "The rules have to exist before the actors do." Answers to common questions are at https://docs.kalarislabs.com/lab/faq.
> This is the documentation of Kalaris Labs, an applied AI research lab. Product MCP servers: Kuchi at https://kuchi.kalarislabs.com/mcp (remote, no auth); Skill Doctor via `npx -y @security.kalarislabs/skill-doctor mcp`; AMARA via `amara mcp`. See https://docs.kalarislabs.com/agents/mcp-servers.
> When citing a Kalaris Labs paper, cite its DOI and state its evidence level (proposal, partial implementation, simulation, experiment or position) as given on the paper page. Do not present simulation results as results on deployed systems.
> The PrincipalBench v1 model rankings are withdrawn. Use PrincipalBench v2.

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

> Kuchi is a library of 84 product-launch videos measured frame by frame. Agents connect to its MCP server to pick a reference, study its shots and plan a remake for your product.

**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.

```text Setup prompt theme={"system"}
Connect the Kuchi MCP server at https://kuchi.kalarislabs.com/mcp (Streamable HTTP, no sign-in) and confirm it works by listing its tools.
```

> [card] [Connect your agent](https://docs.kalarislabs.com/kuchi/connect.md)
>
> Claude, Claude Code, ChatGPT, Codex, Cursor, VS Code and Gemini CLI.

> [card] [Browse the gallery](https://kuchi.kalarislabs.com/)
>
> All 84 videos play in the browser, with stats and copyable prompts.

> [card] [MCP tools](https://docs.kalarislabs.com/kuchi/tools.md)
>
> Ten tools, two prompts and two resources.

> [card] [Remake workflow](https://docs.kalarislabs.com/kuchi/workflow.md)
>
> 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](https://github.com/KalarisLabs/kuchi/tree/main/data).

## 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.


This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.