Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
MCP server for microscopes controlled by Micro-Manager (pymmcore-plus).
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-micro-manager": {
"command": "uvx",
"args": [
"labmcp-micro-manager"
],
"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-micro-manager --env LABMCP_ADDRESS=your-value --env LABMCP_SIMULATE=your-value --env LABMCP_READ_ONLY=your-value --env LABMCP_LIMITS=your-value -- uvx labmcp-micro-manager실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"labmcp-micro-manager": {
"command": "uvx",
"args": [
"labmcp-micro-manager"
],
"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-micro-manager": {
"type": "stdio",
"command": "uvx",
"args": [
"labmcp-micro-manager"
],
"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 7일 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(0.1.3)은 41일 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, Asset Notation
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.
Read and maintain an Asset Notation file on disk: net worth, holdings, valuations, CSV import.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Let an AI agent snap images, acquire z-stacks and time-lapses, move the stage and focus within limits you set, switch channels and objectives, set exposure, operate shutters and run autofocus on any microscope controlled by Micro-Manager, through its open device layer (MMCore) and pymmcore-plus.
| Package | labmcp-micro-manager |
| Instruments | Any hardware with a Micro-Manager device adapter (hundreds of cameras, XY/Z stages, microscope stands, filter wheels, shutters and light sources from Hamamatsu, Photometrics, Andor, PCO, Basler, ASI, Prior, Ludl, Märzhäuser, Nikon, Zeiss, Olympus/Evident, Leica, Lumencor, CoolLED and others), described by a Micro-Manager .cfg hardware configuration |
| Interfaces | Whatever the device adapters use: USB, serial, Camera Link / CoaXPress / GigE frame grabbers |
| Protocol | Micro-Manager MMCore API via pymmcore-plus CMMCorePlus (MMCore API reference, pymmcore-plus API, configuration guide) |
| Status | 🧪 simulated: tested against a simulated microscope and against pymmcore-plus' real core with Python test devices, not yet verified on hardware. Report a hardware test |
uvx labmcp-micro-manager --simulate --check
The simulator is a widefield fluorescence microscope with a 512 x 512, 12-bit camera, an XY stage, a focus drive, a shutter, a DAPI / FITC / TRITC / Brightfield filter wheel, a 10x / 20x / 40x turret and a hardware autofocus, looking at a field of cell nuclei. Its images defocus with Z, scale with exposure, bleach with light dose, saturate at 4095 and carry shot and read noise, so focusing, exposure and bleaching behave like on a real microscope.
.cfg file with Micro-Manager's Hardware Configuration Wizard (in the Micro-Manager app), including config groups for channels (usually Channel) and objectives (Objective) and a pixel-size calibration. Close the Micro-Manager app afterwards: a device can only be opened by one program.pymmcore build. Either download them with pymmcore-plus' own installer: uvx --from labmcp-micro-manager mmcore install # into pymmcore-plus' data folder
uvx --from labmcp-micro-manager mmcore list # show what was found
or point to an existing Micro-Manager installation with `--option mm_path=/path/to/Micro-Manager` (it must be a build whose device interface matches pymmcore; `mmcore info` shows the version). Vendor camera SDKs and drivers must be installed separately, as for Micro-Manager itself.
uvx labmcp-micro-manager --address ~/scopes/Ti2_Prime95B.cfg --check
uvx labmcp-micro-manager --address MMConfig_demo.cfg --check # Micro-Manager demo devices
`--check` loads the configuration and prints the camera, stages and other device roles.
Claude Code
claude mcp add microscope -- uvx labmcp-micro-manager --address /path/to/MyScope.cfg --option z_min_um=0 --option z_max_um=4500
Claude Desktop / Cursor / Windsurf (claude_desktop_config.json, .cursor/mcp.json, …)
{
"mcpServers": { "microscope": { "command": "uvx", "args": ["labmcp-micro-manager", "--address", "/path/to/MyScope.cfg", "--option", "z_min_um=0", "--option", "z_max_um=4500", "--option", "data_dir=/data/microscope"] } } }
Add --read-only to let the agent read positions and settings without imaging or moving anything (stop_stage and close_shutter stay available). For other clients, generate the snippet with uvx labmcp config micro-manager --address /path/to/MyScope.cfg --client vscode (also cursor, codex, claude-code).
| Tool | Kind | Description |
|---|---|---|
acquire_time_lapse | ⚠️ hazard | Acquire a time-lapse at the current position: images every interval_s (optionally several channels per timepoint), saves a multi-page TIFF and reports per-frame statistics and the intensity change (bleaching). Bounded by max_frames and max_acquisition_duration_s; stop_stage aborts it. |
acquire_z_stack | ⚠️ hazard | Acquire a z-stack around the current focus: moves Z through the slices (optionally imaging several channels at each), saves a multi-page TIFF, reports per-slice statistics and the sharpest slice, and returns Z to where it started. Every slice must stay within max_z_step_um of the start and the Z soft limits. |
autofocus | ⚠️ hazard | Run the configured autofocus device (e.g. a hardware focus lock) once; it moves the focus drive. If the result is outside the Z step or soft limits, the focus is moved back and an error is raised. |
close_shutter | 🛑 safety | Close the shutter (stop illuminating the sample) and abort any running acquisition. |
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_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_exposure | 👁 read | Return the camera exposure time in milliseconds. |
get_position | 👁 read | Read the XY stage and focus (Z) positions in micrometres, and which way increasing Z moves the objective. |
get_system_info | 👁 read | Describe the microscope: loaded devices (camera, stages, shutters, filter wheels...), which device has which role, camera size/bit depth/exposure, pixel size, config groups with their presets, the current position, and the soft limits. Call this first. |
list_config_groups | 👁 read | List Micro-Manager config groups (e.g. Channel, Objective) with their presets and the preset currently active. |
move_stage_xy | ⚠️ hazard | Move the XY stage. Moves longer than max_xy_step_um or outside the XY soft limits are refused before anything moves. Make sure the objective and condenser clear the sample holder. |
move_z | ⚠️ hazard | Move the focus drive (Z). Moving the objective toward the sample can crash it into the slide: moves larger than max_z_step_um or outside the Z soft limits are refused before anything moves. |
reconnect | 🛑 safety | Close and re-open the connection to the instrument (e.g. after it was power cycled or a cable was re-plugged). |
set_config | 🎛 control | Apply a config-group preset (e.g. switch the channel: filter cube, light source, emission filter). Objective/turret groups are refused here: use set_objective. |
set_exposure | 🎛 control | Set the camera exposure time (ms). Longer exposures give brighter images but more photobleaching. Returns the exposure the camera accepted. |
set_objective | ⚠️ hazard | Switch the objective (rotates the nosepiece/turret). A longer or immersion objective can hit the sample holder or need oil/water: confirm with the user first. Pixel size changes with the objective. |
set_shutter | ⚠️ hazard | Open or close the current shutter, and optionally switch auto-shutter. An open shutter illuminates (and bleaches) the sample until it is closed again. |
snap_image | 🎛 control | Acquire one image with the current channel, exposure and position. The sample is illuminated during the exposure. Saves the full image as TIFF and returns summary statistics (min/max/mean, saturation, sharpness) plus an optional contrast-stretched preview. |
stop_stage | 🛑 safety | Immediately stop XY and Z stage motion and abort any z-stack or time-lapse in progress. |
get_connection_info, get_command_log and reconnect are built into every LabMCP server. get_command_log lists every state-changing MMCore call (setPosition(1502.0), setConfig('Channel', 'FITC'), snapImage(), ...).
| Limit | Default | Meaning |
|---|---|---|
max_z_step_um | 50 µm | Largest focus move from the current position (also the largest z-stack offset, and the largest autofocus correction accepted) |
max_xy_step_um | 20000 µm | Largest XY stage move in one call (straight-line distance) |
max_exposure_ms | 10000 ms | Longest camera exposure |
max_frames | 500 | Most images in one z-stack or time-lapse (slices or timepoints x channels) |
max_acquisition_duration_s | 3600 s | Longest time-lapse (one tool call can run at most 3600 s whatever this is set to) |
Override at launch, e.g. --limit max_z_step_um=10 --limit max_frames=2000.
Soft limits (recommended): absolute stage bounds in micrometres, set with driver options. Find them by moving to the safe extremes in Micro-Manager (e.g. Z with the objective just below the coverslip) and reading the positions:
| Option | Meaning |
|---|---|
z_min_um, z_max_um | Allowed focus range. Set the side that moves the objective toward the sample tightly. |
x_min_um, x_max_um, y_min_um, y_max_um | Allowed XY range (e.g. the area of your slide or plate holder) |
Every Z and XY move, every z-stack slice and every autofocus result is checked against the step limits and soft limits before anything moves (autofocus results are checked afterwards and undone if out of range).
get_position / get_system_info report focus_direction (whether increasing Z moves the objective toward the sample, as declared by the device adapter; often unknown). Configure z_min_um / z_max_um for every microscope you connect.set_objective) rotate the nosepiece and are marked as hazardous; set_config refuses config groups whose names look like objective or turret groups (Objective, Nosepiece, Turret, Magnification, Lens). Other groups are applied as-is: if one of your presets moves hardware near the sample, name the group accordingly or leave it out of the configuration.set_shutter(open=True) leaves the sample lit until close_shutter is called.save_path, or in --option data_dir=... (default: the system temp folder, labmcp-micro-manager/). save_path must end in .tif/.tiff and must not be a folder; it is checked before anything moves or is exposed. Existing files are never overwritten (a numeric suffix is added). Tools return statistics (min/max/mean/std, saturated fraction, a sharpness score) and a small contrast-stre앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요