Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Build and run visual creative-production workflows from your AI agent.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
https://mcp.studio.kaitoi.ioRun this in your terminal
claude mcp add --transport http studio https://mcp.studio.kaitoi.ioPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"studio": {
"url": "https://mcp.studio.kaitoi.io"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"studio": {
"type": "http",
"url": "https://mcp.studio.kaitoi.io"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://mcp.studio.kaitoi.ioMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified against the domain kaitoi.io (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (0.1.1) reached the registry 5 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Tools MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Web production tools for AI agents: contrast, JP text, WebP, JSON-LD, slugs, dates and 40+ more
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Connect an MCP-compatible agent to Kaitoi Studio to discover nodes, work with projects and assets, inspect workflows, and run creative-production graphs. This repository contains connection documentation, examples and registry metadata for Kaitoi's hosted server; the backend runs as part of Kaitoi Studio.
Add the remote server using your client's MCP connection settings:
https://mcp.studio.kaitoi.io
The transport is Streamable HTTP. Compatible clients discover OAuth and open Kaitoi's browser sign-in and consent flow. Each user connects their own account. Account permissions and the granted mcp:read / mcp:write scopes determine available actions. Check current account eligibility at kaitoi.io/studio.
A URL-only configuration for clients that support remote HTTP and OAuth:
{
"mcpServers": { "kaitoi-studio": { "url": "https://mcp.studio.kaitoi.io" } } }
For clients using manually supplied bearer tokens, generate the client-specific configuration in Studio's Settings → MCP. Keep that token private and out of source control. A manually pasted token is an alternative connection mode; it is not a replacement for OAuth in directory submission.
Connection examples:
The current implementation includes tools for:
The authenticated server's discovery responses are authoritative. Tool counts, profiles, optional integrations and UI features vary by deployment, account permissions and granted scopes; this README does not certify an exact live catalog or availability in every host.
An unattached MCP connection uses a separate account-scoped server graph. Connecting the server does not automatically attach an agent to whichever Studio tab is open. Where Studio attachment is enabled and advertised, select and attach the intended opted-in tab explicitly. Lost attachment must be resolved explicitly rather than silently switching to another graph.
Provider-backed operations may consume existing Kaitoi credits and provider allowances. Use the advertised run/status/result contracts and stable idempotency keys to avoid duplicate execution when retrying. A pending result means poll the original run, rather than starting it again. Media rendering and optional Run Inspector UI depend on host and server support; structured results remain the baseline interface.
Public-directory submission and approval are separate from connecting the hosted server directly. Nothing in this README implies approval or endorsement by a particular MCP client or directory.
server.json contains the source metadata for the io.kaitoi/studio MCP Registry listing. mcp-registry-metadata.json provides descriptive information and tool groups for maintainers. Updating these files on GitHub does not publish a new Registry version or submit a ChatGPT plugin; those are separate release steps. The live authenticated catalog remains authoritative.
Repository documentation and examples are provided under the MIT License. Access to the hosted server is governed by the Kaitoi Studio terms of service.