Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
What was said, shown and promised on your client's calls, filed by client. Needs the Kato app.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
링크는 제작자의 파일로 바로 연결돼요. 우리가 보관하거나 다시 패키징하지 않아요. 파일을 열면 Claude Desktop이 설치해요.
터미널에서 이 명령어를 실행하세요
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 manduks 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.2.1)은 어제 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 MCPB도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Tools MCP
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Kato is the eyes and ears of your agents. It runs on your Mac, hears your client calls and files them by client. This plugin lets an agent working in a client's folder ask what was said, shown and promised, with no paste. What an agent reports done shows as "says done, not verified".
This repository holds only the plugin. The Kato app is not open source and is sold separately: $29/month USD with a 7-day trial and a card up front, at installkato.com. It runs on an Apple Silicon Mac with macOS 14 or later (14.4 or later for both sides of a call). Without the app the plugin does nothing except say so.
Know what the app does before you install it. It starts on its own on any call, client or personal, when a meeting app or a browser is in front with your mic in use. Between calls it reads the text of the window you're in. Audio stays on your Mac; transcript and window text go to the hosted brain, logged in a ledger on your Mac. Its privacy page has the details.
bin/kato-mcp.sh starts ~/.local/bin/kato mcp ~/kato, a local server over stdio, in the folder it was started in (in Claude's desktop app, the client folder you picked). If that file is missing, it prints where to get Kato and stops; in Claude's desktop app, every tool call answers with that link instead, and the same for a folder not picked yet or gone.hooks/session-start.sh runs the same local tool at session start and prints at most 5 lines of what is new for the client this folder is bound to, or one line if Kato isn't installed.skills/whats-new tells the agent when to ask.The plugin opens no network connection and has no key.
claude plugin marketplace add manduks/kato-mcp
claude plugin install kato@kato
Run /reload-plugins or start a new session afterwards. The server reads the brain at ~/kato. Elsewhere, use kato connect instead, which also registers Kato in Cursor, Codex and OpenCode. Pick one: with both, Claude Code shows the tools twice.
Claude's desktop app doesn't start Kato in a folder, so Kato needs you to pick one. Download kato-mcp.mcpb from the latest release, open it and press Install; Claude turns Kato on. Then open Settings > Extensions > Kato and pick the Client folder. Until you do, every Kato tool answers with that step. Bind that folder first (next section): a folder bound to no client gets a refusal from every tool. Kato in Claude's app then answers for that folder's client and nothing else, or for every client if you bound it with --all. Every conversation in Claude's app uses this one folder.
An agent gets nothing until its folder is bound, and a client exists in Kato only once you have filed a call to it (Kato asks which client when the call ends) or named it when you set up the app. So a new install answers nothing before your first call. After that:
kato spaces ~/kato
kato bind ~/kato
A folder bound to a client sees only that client, on EVERY tool of the kato server (transcripts, notes, commitments, search, brief, not only whats_new): asking for another client is refused with no content. A folder bound to no client gets a refusal from every tool (it names no client) and silence from the hook. For your own operator workspace, where an agent should see every client:
kato bind ~/kato --all <dir>
That is set by hand only; Kato never learns or guesses it. kato bind ~/kato --unbind removes either kind.
A folder that holds two or more git repositories (and has no .git of its own) is refused, because binding it would hand the client to every one of them; the refusal lists the repositories it found. A folder holding just one binds, and kato bind names that one project so it is in view. If Kato later learns that project is another client's (a folder it has seen you use for that client), the project's folder answers no client until you bind it yourself. A folder Kato cannot fully read (permissions) is refused unless it already found two repositories. Hidden folders (.founder, .claude) and dependency folders (node_modules, vendor, third_party, Carthage, Pods) are not counted. If it is one project, git init in it makes it bindable. If every repository in it belongs to that client, bind it anyway:
kato bind ~/kato <client> <dir> --wide-ok
--wide-ok is recorded with the binding and lifts only that rule: your home folder, /, /tmp and a non-git folder directly in your home are still refused. Kato checks what a folder holds once, when you bind it, so a repository cloned into a bound folder later does not change who that folder answers for. (A row Kato learned on its own is checked the first time a session starts in it.) --unbind makes a folder answer no client — also one inside another client's bound folder, and also an --all folder — and says what the folder answers afterwards (and which outer folder answers for its other folders again). A bound folder whose path now runs through a symlink, or a binding Kato cannot read in agent/work-roots.json, answers no client until you bind it again.
Skills use the shared skills/ /SKILL.md layout. OpenAI documents .claude-plugin/marketplace.json as a legacy-compatible marketplace location but does not document reading Claude's plugin.json, so for Codex use kato connect (it registers [mcp_servers.kato] in ~/.codex/config.toml). Codex plugin hooks are not supported for directory submission.
The plugin and its server run on your Mac and open no network connection. The app itself sends transcript and window text to the hosted brain, as said above. Answers to agents are redacted by default ([REDACTED:...]). A sealed client returns routing only (when, with whom), never content, on every tool. Through the kato MCP server, a folder bound to one client never receives another client's content.
Said plainly: this wall binds an agent that reaches Kato only through MCP. An agent that can run shell commands can run kato transcript or read the brain's files (~/kato) directly; the folder binding does not stop that. The CLI keeps --space because a terminal is your own process.
The hook prints only a digest it can parse (one JSON line from kato new --digest); an older kato that does not know new prints nothing. It moves the folder's place forward only after the digest is written and only while there is still time for the hook to print it (3.5 s into its 5 s), so a slow start repeats the news next session instead of skipping it.