Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
MCP bridge to any SiLA 2 server (lab-automation standard).
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.
LABMCP_ADDRESS, LABMCP_SIMULATE, LABMCP_READ_ONLY, LABMCP_LIMITS필요한 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": {
"labmcp-sila2": {
"command": "uvx",
"args": [
"labmcp-sila2"
],
"env": {
"LABMCP_ADDRESS": "your-value",
"LABMCP_SIMULATE": "your-value",
"LABMCP_READ_ONLY": "your-value",
"LABMCP_LIMITS": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add labmcp-sila2 --env LABMCP_ADDRESS=your-value --env LABMCP_SIMULATE=your-value --env LABMCP_READ_ONLY=your-value --env LABMCP_LIMITS=your-value -- uvx labmcp-sila2실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"labmcp-sila2": {
"command": "uvx",
"args": [
"labmcp-sila2"
],
"env": {
"LABMCP_ADDRESS": "your-value",
"LABMCP_SIMULATE": "your-value",
"LABMCP_READ_ONLY": "your-value",
"LABMCP_LIMITS": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"labmcp-sila2": {
"type": "stdio",
"command": "uvx",
"args": [
"labmcp-sila2"
],
"env": {
"LABMCP_ADDRESS": "your-value",
"LABMCP_SIMULATE": "your-value",
"LABMCP_READ_ONLY": "your-value",
"LABMCP_LIMITS": "your-value"
}
}
}
}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.
LABMCP_ADDRESS envLABMCP_SIMULATE envLABMCP_READ_ONLY envLABMCP_LIMITS env이 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 9일 점검
레지스트리 이름이 GitHub 계정 K-Dense-AI 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(0.1.2)은 43일 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, Show HN Launches — buy per-query in-session (showhnwatch)
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:↓ 주간 다운로드i★ 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.
Show HN: indie launches & side projects. $0.01/query. Be born in one call — free testnet funds.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Let an AI agent work with any SiLA 2 server: liquid handlers, incubators, plate readers, robotic arms, balances or scheduling middleware that implement the open SiLA 2 lab-automation standard. The bridge reads the server's own Feature Definitions (FDL), so it knows every command, property, parameter type, unit and constraint. It validates parameters against the FDL before sending, runs and tracks long-running (observable) commands, and cancels them through SiLA's CancelController.
| Package | labmcp-sila2 |
| Instruments | Any SiLA 2 server: devices and middleware with SiLA 2 interfaces, and servers built with sila_python, sila_java, sila_csharp or sila_cpp |
| Interfaces | Ethernet: gRPC over HTTP/2 with TLS (or insecure test servers), mDNS server discovery |
| Protocol | SiLA 2 v1.x (Part A & Part B specifications, FDL schemas & core features, client library sila2 (docs)) |
| Status | 🧪 simulated: tested against a real in-process SiLA 2 server (sila2 library, gRPC on localhost), not yet verified against vendor servers. Report a hardware test |
uvx labmcp-sila2 --simulate --check
--simulate starts a real SiLA 2 server in-process, built with the sila2 library. It runs on 127.0.0.1 on a free port, unencrypted, with discovery off. It implements a simulated thermoblock feature (org.labmcp/simulation/TemperatureController/v1) and the official CancelController feature:
CurrentTemperature property, plus TargetTemperature, RampRate and DeviceStateControlTemperature, an observable command with progress, intermediate responses and a DeviceBusy defined errorRunProgram, taking a list of {TargetTemperature, HoldTime} structuresSetRampRate, constrained to 0 < rate ≤ 10 K/sSwitchOffThe whole bridge runs through the real gRPC and FDL path.
discover_servers tool (mDNS _sila._tcp), or run the server with its address and port shown. SiLA has no default port, but 50052 is common.--option root_cert=ca.pem: many servers write it to a file or publish it in their discovery record. Servers started in insecure test mode need --option insecure=true. For mutual TLS, add --option client_cert=… --option client_key=…. uvx labmcp-sila2 --address 192.168.1.40:50052 --option root_cert=~/sila/ca.pem --check
uvx labmcp-sila2 --address sila://localhost:50052 --option insecure=true --check # test server uvx labmcp-sila2 --option server_name="Liquid Handler 1" --option root_cert=ca.pem --check # via discovery
Claude Code
claude mcp add sila -- uvx labmcp-sila2 --address 192.168.1.40:50052 --option root_cert=/path/ca.pem
Claude Desktop / Cursor / Windsurf (claude_desktop_config.json, .cursor/mcp.json, …)
{
"mcpServers": { "sila": { "command": "uvx", "args": ["labmcp-sila2", "--address", "192.168.1.40:50052", "--option", "root_cert=/path/ca.pem", "--option", "command_allowlist=Incubator.*,PlateReader.ReadPlate"] } } }
--read-only lets the agent browse features, read and subscribe to properties, and check command status, but not call commands. cancel_command stays available. To restrict which commands may run, use --option command_allowlist=Feature.Command,Feature.*. Entries can also be separated by ; or spaces, which is handy inside LABMCP_OPTIONS=command_allowlist=A.B;C.*.
| Tool | Kind | Description |
|---|---|---|
call_command | ⚠️ hazard | Run a SiLA command. This may physically act on the device (move, dispense, heat, shake, open doors): tell the user what will happen first. Parameters are validated against the Feature Definition before anything is sent, and the command must be in the allow-list if one is set. Unobservable commands return their responses; observable ones return an execution_id. |
cancel_command | 🛑 safety | Cancel a running observable command, or all commands, through SiLA's CancelController feature. Always available (even read-only). If the server has no CancelController, this explains that and points to the device's own stop command. |
discover_servers | 👁 read | Find SiLA 2 servers on the local network with SiLA Server Discovery (mDNS _sila._tcp). Lists name, UUID, address and port of each without connecting. Does not need a configured server. |
get_command_log | 👁 read | Return the most recent raw commands sent to / replies received from the instrument (newest last). Useful for debugging and for recording what was done. |
get_command_result | 👁 read | Responses of a finished observable command, or the SiLA execution error it finished with. Fails with a clear message if the command is still running. |
get_command_status | 👁 read | Status of an observable command started with call_command: waiting / running / finishedSuccessfully / finishedWithError, progress, estimated remaining time and the latest intermediate response. |
get_connection_info | 👁 read | Report which instrument is connected (identity, address, simulated or real), whether the server is read-only, and the active safety limits. Call this first. |
get_property | 👁 read | Read the current value of a SiLA property (for observable properties: the first value of a subscription). |
get_server_info | 👁 read | Identify the connected SiLA server (name, type, UUID, version, vendor, description), list its features, and say whether commands can be cancelled and which commands this bridge may call. |
list_executions | 👁 read | All observable command executions started in this session, newest last, with their status. |
list_features | 👁 read | Describe the server's features from their Feature Definitions: every command (observable or not, parameters, responses, intermediate responses, defined errors, and whether the allow-list permits calling it) and every property, with types rendered as JSON-schema-like dicts including units and constraints. |
reconnect | 🛑 safety | Close and re-open the connection to the instrument (e.g. after it was power cycled or a cable was re-plugged). |
subscribe_property | 👁 read | Collect a property's values for duration_s seconds (SiLA subscription for observable properties, polling otherwise) and summarise them (e.g. watch a temperature settle). |
| Limit | Default | Meaning |
|---|---|---|
max_command_wait_s | 300 s | Longest time call_command may block waiting for an observable command |
max_subscription_duration_s | 120 s | Longest subscribe_property collection |
max_discovery_s | 30 s | Longest mDNS discovery scan |
Override at launch, e.g. --limit max_command_wait_s=60. The main guards for commands:
| Guard | How |
|---|---|
| Hazard annotation | call_command is marked destructive, so MCP clients ask before running it |
| Allow-list | --option command_allowlist=Feature.Command,...: other commands are refused before anything is sent, and list_features shows callable: false for them |
| FDL validation | parameter names must match exactly. Types, ranges (min/max, inclusive or exclusive), sets, lengths, patterns, element counts, fully qualified identifiers and structure fields are checked against the server's FDL before sending |
| Read-only mode | --read-only hides call_command |
| Cancellation | cancel_command (SAFETY) uses CancelController.CancelCommand / CancelAll when the server implements that feature, and otherwise says so and points to the device's own stop command |
| Deadlines | unobservable commands and property reads time out after call_timeout_s (default 30 s, at most 300 s) instead of hanging; a subscription opened for a timed-out read is cancelled, and an observable command the server accepts after the deadline still appears in list_executions so it can be cancelled |
The server always re-validates too, so parameters rejected there come back as SiLA validation errors.
list_features renders each SiLA type as a JSON-schema-like dict: Real becomes number, Integer becomes integer, List becomes array and Structure becomes object. SiLA units appear as x-unit (the label) and x-unit-si (the conversion to SI base units, *SI = value × factor + offset*). Other SiLA details use x-sila-* keys. Values are passed as JSON:Binary: base64 stringsDate: YYYY-MM-DD[±HH:MM]Time: HH:MM:SS[±HH:MM]Timestamp: ISO 8601, UTC if no offset is givenAny: {"type": "Real", "value": 1.5}, basic types onlyexecution_id right away. get_command_status reports the SiLA execution status (waiting, running, finishedSuccessfully, finishedWithError), progress, estimated remaining time and the latest intermediate response. get_command_result returns the responses, or the defined/undefined execution error together with the error's description from the FDL. Pass wait_s to call_command for short runs. Executions are tracked only for this session and are forgotten on reconnect.org.silastandard/core.commands/CancelController/v1, and get_server_info reports whether it does. Some vendors provide their own Stop/Abort commands instead, which list_features shows.LockController lock identifier or an AuthorizationService access token) can be passed with metadata={"LockController.LockIdentifier": "…"} on call_command, get_property and subscribe_property. Values are validated against the metadata's FDL type.DOCTYPE/entity declaration (SiLA FDL never uses one), so a hostile server can't trigger XML entity expansion. Features that the sila2 library rejects as invalid are left out of list_features (the command log records why).Schema and ContentType constraints, and the Unit constraint, which is informational. The server enforces these. Large binaries (over 2 MB) use SiLA binary transfer, which the sila2 library handles.sila2, which is why the simulator's RunProgram uses a plain list and checks the 1–10 steps itself. Responses of that shape are affected in this bridge: the server executes the command, but its response can't be decoded. The bridge reports this as "WAS EXECUTED … could not be decoded" so the command is not repeated blindly. Properties of that shape decode f앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요