> ## 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 The PrincipalBench v1 model rankings are withdrawn.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 MCP tools, prompts and resources reference

> Reference for the Kuchi MCP server: kuchi_suggest_templates, kuchi_get_breakdown, kuchi_plan_remake, kuchi_check_remake and the other tools, plus its prompts and resources.

**Kuchi exposes ten tools, two prompts and two resources.** Every catalog tool is read-only. `kuchi_send_feedback` is
the only tool that records what the agent sends.

## Tools

| Tool | What it does |
| - | - |
| `kuchi_get_workflow` | Returns the remake method, whole or one step at a time (`find`, `study`, `plan`, `build`, `check`). Works in clients that ignore server instructions, prompts and resources. |
| `kuchi_suggest_templates` | Returns a short numbered list of templates ranked for the user: what fits, what differs, what the user must supply, a recommended choice, the question to ask, and the gallery link. |
| `kuchi_search_videos` | Searches by keywords, style, category, format, aspect ratio, length, pace or theme. Paginated with `limit` and `offset`. |
| `kuchi_get_video` | Returns one video by id, slug, Kuchi link or X URL: file, poster, storyboard sheet, length, size, measured rhythm and motion notes. |
| `kuchi_list_filters` | Lists every style, category, format, aspect ratio, pace and theme with counts, plus the 14 shot kinds used to analyse a storyboard. |
| `kuchi_get_breakdown` | Returns the frame-by-frame measurement of one video: every shot with exact start and end, entrance, motion, colors, and its position on the storyboard sheets. Sets the analysis task for the agent. |
| `kuchi_plan_remake` | Takes the user's product details and assets and the agent's `shot_analysis`. Returns what to borrow, a blueprint that re-times every shot to the target length on whole frames (`start_frame`, `end_frame` at the chosen `fps`), the rules, and `missing_inputs` to ask the user for. |
| `kuchi_check_remake` | Takes the agent's shot list before delivery. Flags reused brand words, assets taken from the reference, invented logos or UI, placeholders and gaps. With `reference_shot` set, measures each shot's length and entrance against the reference and returns `compare_frames`. |
| `kuchi_send_feedback` | Reports a failure, a confusing result or a missing capability to Kuchi's maintainers. |
| `search`, `fetch` | The two tools ChatGPT connectors and deep research look for, over the same catalog. |

Text output is Markdown by default. Pass `response_format: "json"` for structured data.

## Prompts

| Prompt | Arguments |
| - | - |
| `remake_launch_video` | Product name, optional reference |
| `find_launch_inspiration` | Product, optional vibe |

In Claude, these appear in the prompt menu.

## Resources

| Resource | Contents |
| - | - |
| `kuchi://workflow` | The full remake workflow |
| `skill://kuchi/SKILL.md` | The Kuchi skill |

## HTTP endpoints without MCP

| Endpoint | Contents |
| - | - |
| `https://kuchi.kalarislabs.com/agent/catalog.json` | The full catalog |
| `https://kuchi.kalarislabs.com/agent/breakdowns/<id>.json` | One video's breakdown |
| `https://kuchi.kalarislabs.com/agent/workflow.md` | The workflow as Markdown |


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