Kuchi

io.github.KalarisLabs/kuchiVersion 1.3.0

Pick a real launch video as a template, get its frame-by-frame breakdown and plan your own remake.

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Responds851 msNov 14, 2026, 14:39 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 14:39 UTC
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Connect

Streamable HTTP

https://kuchi.kalarislabs.com/mcpResponds851 msNov 14, 2026, 14:39 UTC

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Claude Code

claude mcp add --transport http kuchi https://kuchi.kalarislabs.com/mcp

Claude Desktop and claude.ai

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Settings > Connectors > Add custom connector
Name: kuchi
Remote MCP server URL: https://kuchi.kalarislabs.com/mcp

Cursor

{
  "mcpServers": {
    "kuchi": {
      "url": "https://kuchi.kalarislabs.com/mcp"
    }
  }
}

VS Code

code --add-mcp '{"name":"kuchi","type":"http","url":"https://kuchi.kalarislabs.com/mcp"}'

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Tools

11 tools

Tools of Kuchi
	Description		Read-only	Idempotent	Open world
`fetch`Fetch one Kuchi reference by the id from search, with its notes, links and metadata.	Fetch one Kuchi reference by the id from search, with its notes, links and metadata.	No	Yes	Yes	No
`kuchi_check_remake`Check a drafted or finished remake against the rules for using a Kuchi reference. Pass your shot list: timing, the reference shot each one rebuilds, how it enters, the on-screen text, and where each asset came from. Flags text that carries over the reference's brand, assets taken from the reference, generated logos or product UI, placeholders, timing gaps, and shots whose length or entrance drifted from the reference shot they rebuild. Also returns compare_frames: the exact time in your video and in the reference that show the same moment, to set side by side. passed=false means there are errors to fix. It checks what you report, not the rendered file: Kuchi never receives your video. Be accurate about each asset's source.	Check a drafted or finished remake against the rules for using a Kuchi reference. Pass your shot list: timing, the reference shot each one rebuilds, how it enters, the on-screen text, and where each asset came from. Flags text that carries over the reference's brand, assets taken from the reference, generated logos or product UI, placeholders, timing gaps, and shots whose length or entrance drifted from the reference shot they rebuild. Also returns compare_frames: the exact time in your video and in the reference that show the same moment, to set side by side. passed=false means there are errors to fix. It checks what you report, not the rendered file: Kuchi never receives your video. Be accurate about each asset's source.	No	Yes	Yes	No
`kuchi_get_breakdown`Get the shot-by-shot breakdown of one Kuchi reference, measured from every frame of its video file. Returns exact facts (fps, frame count, length), every shot's start and end in seconds and frames, how it enters (cut, animated transition, hold or blank frame), how much of the frame moves, its tone and colors, motion and loudness per second, and storyboard sheets: grids of real frames stamped with their time and shot number. Each shot says where to see it: its frame on the overview sheet, when it has one, and the detail sheets that show it. Kuchi measures when things happen; what each shot shows is read from the frames. The result lists the shot kinds to classify against, and the analysis goes to kuchi_plan_remake as shot_analysis. Set storyboard="overview" (one frame per shot, or per longest shot when there are many) or "detail" (evenly spaced frames that cover every shot, page with detail_sheet) to receive that sheet as an image. Use it before kuchi_plan_remake to study a reference, and while building to match each shot.	Get the shot-by-shot breakdown of one Kuchi reference, measured from every frame of its video file. Returns exact facts (fps, frame count, length), every shot's start and end in seconds and frames, how it enters (cut, animated transition, hold or blank frame), how much of the frame moves, its tone and colors, motion and loudness per second, and storyboard sheets: grids of real frames stamped with their time and shot number. Each shot says where to see it: its frame on the overview sheet, when it has one, and the detail sheets that show it. Kuchi measures when things happen; what each shot shows is read from the frames. The result lists the shot kinds to classify against, and the analysis goes to kuchi_plan_remake as shot_analysis. Set storyboard="overview" (one frame per shot, or per longest shot when there are many) or "detail" (evenly spaced frames that cover every shot, page with detail_sheet) to receive that sheet as an image. Use it before kuchi_plan_remake to study a reference, and while building to match each shot.	No	Yes	Yes	No
`kuchi_get_video`Get one Kuchi reference by id, slug, Kuchi link or X post URL: playable video file, poster, storyboard sheet, length, size, aspect ratio, styles, measured rhythm and notes on its motion. Use kuchi_search_videos to find ids and kuchi_get_breakdown for the shot list.	Get one Kuchi reference by id, slug, Kuchi link or X post URL: playable video file, poster, storyboard sheet, length, size, aspect ratio, styles, measured rhythm and notes on its motion. Use kuchi_search_videos to find ids and kuchi_get_breakdown for the shot list.	No	Yes	Yes	No
`kuchi_get_workflow`Get Kuchi's workflow for turning a reference into the user's own launch video: how to pick a reference, how to analyse each shot from the storyboard sheets, what to ask the user for, how to match timing to the frame, and how to check the result against the reference. Returns Markdown. Pass step to get one step ("find", "study", "plan", "build" or "check") with the rules that hold for all of them, or leave it out for the whole workflow. Read it before a first remake; the other tools return the data each step works on.	Get Kuchi's workflow for turning a reference into the user's own launch video: how to pick a reference, how to analyse each shot from the storyboard sheets, what to ask the user for, how to match timing to the frame, and how to check the result against the reference. Returns Markdown. Pass step to get one step ("find", "study", "plan", "build" or "check") with the rules that hold for all of them, or leave it out for the whole workflow. Read it before a first remake; the other tools return the data each step works on.	No	Yes	Yes	No
`kuchi_list_filters`List every motion style, category, format, aspect ratio, pace and theme in Kuchi, with how many videos each has, to use as filters in kuchi_search_videos. Also lists the shot kinds a shot is classified into when you analyse a storyboard.	List every motion style, category, format, aspect ratio, pace and theme in Kuchi, with how many videos each has, to use as filters in kuchi_search_videos. Also lists the shot kinds a shot is classified into when you analyse a storyboard.	No	Yes	Yes	No
`kuchi_plan_remake`Plan a launch video for the user's product, using a Kuchi reference as an inspiration template. Pass the user's own product details and assets, and your shot_analysis: the kind of each reference shot, read from the storyboard sheets of kuchi_get_breakdown. Returns what to borrow from the reference (rhythm, color roles, motion), a blueprint that re-times the reference's shots to the target length on whole frames and says what content of the user's goes in each shot, the rules for using a reference, and missing_inputs: questions to ask the user before building. ready=false means required inputs are missing. Shots without a kind keep their exact timing and get placeholder content. Call it again with the user's answers and your analysis until ready=true and every shot has a kind. Only list assets the user actually gave you. It does not render video; build it with your own tools, then call kuchi_check_remake.	Plan a launch video for the user's product, using a Kuchi reference as an inspiration template. Pass the user's own product details and assets, and your shot_analysis: the kind of each reference shot, read from the storyboard sheets of kuchi_get_breakdown. Returns what to borrow from the reference (rhythm, color roles, motion), a blueprint that re-times the reference's shots to the target length on whole frames and says what content of the user's goes in each shot, the rules for using a reference, and missing_inputs: questions to ask the user before building. ready=false means required inputs are missing. Shots without a kind keep their exact timing and get placeholder content. Call it again with the user's answers and your analysis until ready=true and every shot has a kind. Only list assets the user actually gave you. It does not render video; build it with your own tools, then call kuchi_check_remake.	No	Yes	Yes	No
`kuchi_search_videos`Search Kuchi's launch-video references by product type, brand, motion style, format, pace, theme, aspect ratio or length. Returns one page of videos with notes on their motion, measured rhythm (shots, pace, theme), a poster image, a storyboard sheet and a playable Kuchi link. Use kuchi_list_filters for valid filter values, kuchi_get_video for one video's details and kuchi_get_breakdown for its shot list. Examples: - "dark cinematic AI launch" -> query="AI", theme="dark" - "a short vertical teaser" -> aspect_ratio="9:16", max_seconds=20 - "launch videos built from app UI" -> style="UI motion" - "fast-cut launch with charts" -> pace="fast", style="Charts"	Search Kuchi's launch-video references by product type, brand, motion style, format, pace, theme, aspect ratio or length. Returns one page of videos with notes on their motion, measured rhythm (shots, pace, theme), a poster image, a storyboard sheet and a playable Kuchi link. Use kuchi_list_filters for valid filter values, kuchi_get_video for one video's details and kuchi_get_breakdown for its shot list. Examples: - "dark cinematic AI launch" -> query="AI", theme="dark" - "a short vertical teaser" -> aspect_ratio="9:16", max_seconds=20 - "launch videos built from app UI" -> style="UI motion" - "fast-cut launch with charts" -> pace="fast", style="Charts"	No	Yes	Yes	No
`kuchi_send_feedback`Send feedback about this server to its developers: a capability you needed that no tool provides, a tool that failed or misled you, or something that worked well. Records the feedback; it does not add or change tools. Leave out personal or sensitive details.	Send feedback about this server to its developers: a capability you needed that no tool provides, a tool that failed or misled you, or something that worked well. Records the feedback; it does not add or change tools. Leave out personal or sensitive details.	No	No	No	No
`kuchi_suggest_templates`Get a short list of Kuchi launch videos for the user to choose their template from, ranked against what they want and what they can supply. Pass what is known: a few words on the product and the feel wanted, preferred styles, theme, pace, aspect ratio, target length and the kinds of asset the user has. All are optional, and they rank rather than filter. Returns up to 6 numbered choices, each with what fits, what differs, what the user would need to supply, a poster and a watch link; a recommended choice; a question to put to the user; and the gallery link, where the user can pick any video and paste its link instead. Use it when the user wants a launch video and has not picked a reference. Use kuchi_search_videos to browse or filter the whole library.	Get a short list of Kuchi launch videos for the user to choose their template from, ranked against what they want and what they can supply. Pass what is known: a few words on the product and the feel wanted, preferred styles, theme, pace, aspect ratio, target length and the kinds of asset the user has. All are optional, and they rank rather than filter. Returns up to 6 numbered choices, each with what fits, what differs, what the user would need to supply, a poster and a watch link; a recommended choice; a question to put to the user; and the gallery link, where the user can pick any video and paste its link instead. Use it when the user wants a launch video and has not picked a reference. Use kuchi_search_videos to browse or filter the whole library.	No	Yes	Yes	No
`search`Search Kuchi launch-video references. Returns ids to pass to fetch. Same catalog as kuchi_search_videos.	Search Kuchi launch-video references. Returns ids to pass to fetch. Same catalog as kuchi_search_videos.	No	Yes	Yes	No

Details

Registry status: Active
Published: Nov 13, 2026
Updated: Nov 13, 2026
Website: https://kuchi.kalarislabs.com/⁠ (opens in a new tab)
Repository: https://github.com/KalarisLabs/kuchi⁠ (opens in a new tab)
Categories (suggested): Design and mediaSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared

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