Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
One MCP server holding a live session with every client's account at once.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"munim": {
"command": "uvx",
"args": [
"munim"
]
}
}
}ターミナルでこれを実行します
claude mcp add munim -- uvx munimプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"munim": {
"command": "uvx",
"args": [
"munim"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"munim": {
"type": "stdio",
"command": "uvx",
"args": [
"munim"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント vishalsg42 で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(0.8.2)がレジストリに届いたのは44 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにPython (uv)も必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, 御府和田玉 在售作品查询
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日i
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.
Live in-stock Hetian jade from Yufu, Shanghai: prices, monthly price guide, book a viewing.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
One MCP server holding a live session with every client's account at once.
A coding agent can be logged in to one Cloudflare account. One Vercel. One Resend. Connect a second client and the first goes away. So the person looking after a dozen small businesses runs a dozen agent sessions, and none of them can answer a question about more than one client.
Munim holds them all. Each client gets its own registration with the provider, its own token and its own namespace in the tool list, so one agent can read across every client and write inside the one you named.
Kloudfirst -> Kloudfirst@gmail.com's Account (3 tools)
Ivy & Fern -> ivy@example.com's Account (3 tools)
both sessions opened concurrently, one process, no logout
That is a real run against two real Cloudflare accounts, not a diagram. The second account is a client's and their address is replaced here: they did not consent to a public repository, and this file is also the PyPI page. Reproduce it with your own two: scripts/cross_account_probe.py.
Requires Python 3.10+. Nothing else: no Node, no build step, no account to create first.
uv tool install munim # or: pipx install munim, or: pip install munim
claude mcp add munim -- munim-mcp
If a coding agent is doing the install for you, point it at llms-install.md, which says the parts that are easy to get wrong when nobody is watching the terminal, and where it has to stop and hand back.
munim clients # who you look after, and what is connected
munim clients add "Ivy & Fern" # write one down, connect nothing yet munim connect "Ivy & Fern" cloudflare # a browser opens; that is the whole setup
There is no wrong order. Connect first and the account you sign in to names the client, or write the client down first and connect whenever. Both arrive in the same place.
Then ask your coding agent something a single logged-in session cannot answer:
which of my clients has a domain expiring this quarter?
check ivyandfern.co.uk for Ivy & Fern Studio
Munim does not wrap each provider in verbs of its own. Every provider here runs its own MCP server with its own tools, so Munim forwards them and supplies the credential:
munim tools "Ivy & Fern" cloudflare # what that account can be asked to do
munim call "Ivy & Fern" cloudflare execute --args '{"code": "..."}'
Your coding agent gets the same two as list_provider_tools and call_provider_tool. There is no model in this path, so it works with agents off, and every call is written to the run log with the tool and its arguments. A call names one client and resolves that client's credentials alone.
When a provider's own MCP server does not publish what you need, call_provider_api goes a layer down and makes one HTTP call to that provider's API with the same client's credential. Vercel publishes no environment-variable write and no way to attach a domain to a project, which is what this is for. It takes a path and never a URL, and refuses anything that would send the credential to another host.
Munim is local by default. The checks, the audit and the mail plan are deterministic: they never needed a model and never call one, and neither does the passthrough above. Three tools can also reason about what they find (check, work_on_client, ask_across_clients), and that is switched off until you ask for it, so having a key lying around is not the same as consenting to use it.
munim config ai key gemini # prompts, stored in ~/.munim/credentials.json
munim config ai on # takes effect on the next call, no reconnect munim config ai # what is on, on what, and where each came from
Hosts are Amazon Bedrock, which works out of the box, plus Google Gemini and Anthropic, which Strands ships as extras: pip install 'munim[gemini]'.
One thing this does not change: Munim runs as an MCP server, so whatever its tools return goes into your coding agent's context and therefore to whichever model that agent runs on. Turning agents off stops Munim calling a model of its own; it cannot change how MCP works. The privacy policy says so plainly.
`munim doctor` says what is set up, what is not, and the exact command to fix each gap. Start there whenever something is unclear.
| Demo video | https://youtu.be/-9xnJVLzO18 |
| Repository | https://github.com/vishalsg42/munim |
| Package | https://pypi.org/project/munim/ |
| Listing | https://glama.ai/mcp/servers/vishalsg42/munim |
| Listed in | awesome-mcp-servers |
The video is a real run against a real client's domain: fifteen deterministic checks find two faults, a Strands agent explains them in the owner's language, and the repair stops at an edge condition because that client is not connected to the provider a repair would need. Nothing in it is staged, which is also why there is no repair on camera.
To run it yourself without installing anything: scripts/check_client.py runs the check catalogue against one client and writes the report, and scripts/fix_client.py runs the repair graph. Both use the same code paths as the check and fix MCP tools, with no agent in front of them.
| Commands | the whole CLI |
| Tools | what your coding agent gets, and what it deliberately cannot do |
| Providers | a page each: setup, what connecting grants, what is verified |
| Architecture | how it is built, and the four decisions that shape it |
| Decisions | every design decision and its reasoning, including the wrong ones |
| Roadmap | what is not done, and why |
| Development | running the tests, and reproducing the claim above |
One person maintains the web and email setup of a dozen small businesses. The clients own the accounts; the operator holds delegated access and does the work. Every provider allows one login at a time, so the workaround is a separate agent session per client.
The costly part is not the switching. It is that a mistake in mail setup breaks nothing visible. Get an A record wrong and the site is down in minutes. Get the SPF record wrong and the client's invoices quietly stop arriving, and nobody notices for weeks.
*A munim is the steward a business owner trusts to keep their books and handle their affairs without being asked each time.*
Built with AI assistance. No pre-existing code was incorporated; the repository was created during the submission period.
MIT. See LICENSE.
CONTRIBUTING.md says how to run the two suites and what a good change looks like here, which is mostly about writing down why. docs/DECISIONS.md is the numbered log those reasons live in, and several of its entries reverse an earlier one.
Adding a provider needs no Python. Eleven ship and only the first needed any: a provider here is a row in a table, and munim servers add works out how that server authenticates by asking it. munim servers export then prints the row for a pull request. That lane asks for the row, a page copied from docs/providers/TEMPLATE.md, and the measurement you took. It does not ask for a failing test, because tests/test_provider_docs.py already fails when a row arrives without a page.
Security issues go in a private advisory rather than an issue. SECURITY.md says what is in scope, and lists what is already known and deliberate so a report can skip it.