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. |
response_format: "json" for structured data.
Prompts
| Prompt | Arguments |
|---|---|
remake_launch_video | Product name, optional reference |
find_launch_inspiration | Product, optional vibe |
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 |