Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
One MCP server holding a live session with every client's account at once.
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.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"munim": {
"command": "uvx",
"args": [
"munim"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add munim -- uvx munim프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"munim": {
"command": "uvx",
"args": [
"munim"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"munim": {
"type": "stdio",
"command": "uvx",
"args": [
"munim"
]
}
}
}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 vishalsg42 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(0.8.2)은 44일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, EmbeddedCI BenchPod
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.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Drive a BenchPod hardware-in-the-loop bench: power, flash, UART, I2C, CAN, analog and logic.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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.