Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Local Sapiom developer MCP for authoring, testing, deploying, and inspecting agents.
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": {
"sapiom": {
"command": "npx",
"args": [
"-y",
"@sapiom/mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add sapiom -- npx -y @sapiom/mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"sapiom": {
"command": "npx",
"args": [
"-y",
"@sapiom/mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"sapiom": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@sapiom/mcp"
]
}
}
}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 6일 점검
레지스트리 이름이 GitHub 계정 sapiom 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(0.20.0)은 27일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, FOGA node
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.
A Finch OG Agent cell as an MCP server: read the world, dry-run and take ERC-8414 tenders by policy.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
The local developer MCP server for Sapiom. It runs on your machine over stdio under the server name sapiom-dev. Today it gives a coding agent the tools to scaffold, test, deploy, and inspect Sapiom agents, and to put a web app behind a live sandbox URL or a durable App Link; the namespace leaves room for other developer tooling later.
Not the capability surface. This is _not_ the remote "Sapiom" MCP (the
hosted connector with
sapiom_sandbox_*, scrape, search, … capability tools).
sapiom-devexposes no direct capability tools. Its local check and Local
Run path uses stubbed capabilities without Sapiom capability spend; deploys,
cloud builds, production runs, signals, and schedules operate Sapiom cloud
state and may be metered. See
the two Sapiom MCP servers for which to use when.
No global install — run it on demand with npx:
{
"mcpServers": { "sapiom-dev": { "command": "npx", "args": ["-y", "@sapiom/mcp"], }, }, }
In Claude Code:
claude mcp add sapiom -- npx -y @sapiom/mcp
The server targets the production environment by default. Override it with the SAPIOM_ENVIRONMENT environment variable:
{
"mcpServers": { "sapiom-dev": { "command": "npx", "args": ["-y", "@sapiom/mcp"], "env": { "SAPIOM_ENVIRONMENT": "staging" }, }, }, }
production (alias prod) → app.sapiom.ai / api.sapiom.ai — the default.staging (alias dev) → app.sapiom.dev / api.sapiom.dev.Both resolve from built-in presets, so no config file is required. A custom target can be defined in ~/.sapiom/credentials.json (the server prints the expected shape if it encounters an unknown environment name).
The API key only travels over https://, or plain http:// to a loopback host (localhost, *.localhost, 127.0.0.1, [::1]). A custom target on any other http:// host is refused before the request is sent. On a trusted private network, set SAPIOM_ALLOW_INSECURE_HTTP=1 in the server's env.
The first networked call (link, deploy, run, inspect, signal) needs a Sapiom API key. Run `sapiom_authenticate` and the server opens a browser login flow, then caches the resulting key per environment in ~/.sapiom/credentials.json. After that, tools work without re-authenticating. sapiom_status reports who you're authenticated as; sapiom_logout clears the cached credentials.
The local authoring tools (scaffold, check, run_local) need no Sapiom authentication. scaffold may query npm for current dependency versions; check imports the definition; and run_local executes the author's ordinary local code. Only ctx.sapiom.* calls are replaced by stubs, so direct network, filesystem, environment, and process effects in author code remain real.
| Tool | Network | What it does |
|---|---|---|
sapiom_authenticate | browser | Log in and cache an API key for the current environment |
sapiom_status | — | Report authentication status |
sapiom_logout | — | Clear cached credentials |
sapiom_send_feedback | ✓ | Relay the user's product feedback to the Sapiom team |
sapiom_dev_agents_scaffold | npm optional | Create a new agent project; may query npm for current dependency versions |
sapiom_dev_agents_check | author code only | Typecheck, import, bundle, and validate the definition and step graph |
sapiom_dev_agents_run_local | author code only | Run locally with ctx.sapiom.* calls stubbed (no Sapiom capability spend) |
sapiom_dev_agents_link | ✓ | Resolve/create the hosted orchestration and cache its id |
sapiom_dev_agents_clone | ✓ | Fork a gallery template (or re-clone a fork) into a local project |
sapiom_dev_agents_deploy | ✓ | Bundle current local source, build in the cloud, and wait |
sapiom_dev_agents_run | ✓ | Start a real cloud execution |
sapiom_dev_agents_inspect | ✓ | Inspect an execution or build (optionally waiting for it) |
sapiom_dev_agents_signal | ✓ | Resume a paused execution by delivering a signal |
sapiom_dev_agents_emit_event | ✓ | Emit a custom event; starts a run per active event trigger on that type (0..N) |
sapiom_dev_agents_schedule | ✓ | Create a trigger: cron, one-off, event (eventType), or webhook (URL + secret) |
sapiom_dev_agents_schedule_inspect | ✓ | Inspect one trigger (with fire history) or list an agent's triggers |
sapiom_dev_agents_schedule_cancel | ✓ | Cancel a trigger of any kind (stops all future fires) |
sapiom_dev_agents_schedule_secret | ✓ | Rotate, complete-rotate, or revoke a webhook trigger's signing secret |
sapiom_dev_agents_cron_preview | ✓ | Validate a cron expression and preview its next occurrences |
sapiom_dev_sandbox_configure | — | Write a validated type: "sandbox" preview resource into sapiom.json |
sapiom_dev_sandbox_check | — | Validate the project's sandbox resources without deploying |
sapiom_dev_sandbox_preview | ✓ | Deploy the app to a sandbox for a live URL that expires with its ttl |
sapiom_dev_app_publish | ✓ | Publish the same app to a durable App Link (apps.sapiom.ai/{org}/{slug}) |
sapiom_dev_app_list | ✓ | List the org's App Links: URL, visibility, webhooks, spend cap, wake state |
sapiom_dev_app_settings | ✓ | Change a link's webhooksEnabled, visibility, spend cap, wake rate limit |
sapiom_dev_app_delete | ✓ | Delete a link (URL stops resolving, slug freed); confirm: true required |
sapiom_dev_map | optional | The agent map: systems, agents, steps and the code-proven edges between them |
A typical loop: scaffold → write step code → run_local until green → link → deploy → run → inspect.
For a web app rather than an agent: sandbox_configure → sandbox_preview while iterating (a throwaway URL that dies with the sandbox) → app_publish once the link needs to be permanent or shared. app_publish reads the same sapiom.json sandbox resource, uploads the source as a stored text-only bundle (≤ 10 MiB), and returns a durable https://apps.sapiom.ai/{org}/{slug} URL that wakes the app on demand — republishing the same slug updates it in place. See the sapiom-sandbox-preview skill for the routing rules.
Once a link exists, app_list, app_settings and app_delete manage it without leaving the terminal. Webhooks are off by default: app_settings { slug, webhooksEnabled: true } turns them on, after which third parties POST to https://apps.sapiom.ai/{org}/{slug}/hook/ (the /hook prefix is stripped and the body forwarded byte-exact, so Slack/Stripe/GitHub signature checks run inside the app). These settings need the org.write permission — publish authority alone is not enough — and a refusal comes back as a message naming the permission and the fields, for the agent to relay rather than retry.
sapiom_dev_map returns the map Agent Studio draws, computed from code on every call; nothing about agents or edges is stored. Pass a project folder (root, default the working directory) and optionally a git ref (HEAD, a branch, a commit) to draw that version:
{ "root": "~/agents/support-desk", "ref": "HEAD" }
The scan finds every folder with a sapiom.json or a defineAgent and reads:
agents.run / agents.launch (launch), schedules.create on another agent (timer), and events.emit matched to the agents an event type triggers (event). A target counts when the code makes it knowable: a literal, a const (local or imported), every value of a const map indexed at run time, a zod .default() on the input field the call reads, or a process.env key set in sapiom.json. Anything else is listed under unresolved.shared list. Name a system in a committed .sapiom/map.json: { "systems": [{ "agent": "intake", "name": "Support desk" }] }.agents check (needs the agent's dependencies installed).fleet.json's declared triggers. Signed out, platform says so and the map still draws.ref (from HEAD when drawing the working copy).To map agents you describe yourself, without scanning, pass agents:
{
"agents": [ { "slug": "intake", "emits": [{ "eventType": "ticket.opened" }] }, { "slug": "triage", "triggers": [{ "kind": "event", "eventType": "ticket.opened" }], "calls": [{ "to": "notify", "kind": "launch" }] }, { "slug": "notify", "resources": ["connector:slack"] } ] }
Each agent takes slug and optionally path, description, deployed, steps ({ entry, steps: [{ id }], transitions: [{ from, to, kind }] }), calls ({ to, kind: "launch" | "signal" | "timer", evidence? }), emits, triggers and resources. The same systems rule applies.
Labels. Signed in, the tool asks Jev (jev-1.13.0, one batched decisions.evaluate call) for each described agent's role (intake, worker, orchestrator, reporter, monitor or utility) and for the label of each launch or event edge (hands work to, feeds data to or monitors). A label appears only when its probability p is at least 0.8. Answers are cached in /.sapiom/cache/map-labels.json (ignored by git from inside the folder; in memory for a described map), keyed by a hash of the question's facts, so an unchanged agent is never re-asked and its label never flips. In a scanned project, when an agent changes, the label it showed stays unless the new answer differs and clears 0.8. Signed out, with platform: false, or when Jev fails or takes over 5 s, the map comes back with labels: "unavailable" and is otherwise the same.
Agents authored here call Sapiom capabilities — sandboxes, repositories, coding agents, search, storage, content generation — through @sapiom/tools (ctx.sapiom.*). run_local resolves those calls from stubs; deploy and production run cross into authenticated cloud operations and can be metered. This MCP never grows a per-capability tool of its own — capabilities live in @sapiom/tools and the remote sapiom MCP. See the positioning doc for the full policy.
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요