Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Drive a BenchPod hardware-in-the-loop bench: power, flash, UART, I2C, CAN, analog and logic.
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.
BENCHPOD_CONNECTION, BENCHPOD_LA_VOLTAGE, BENCHPOD_API_KEY비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
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": {
"embeddedci": {
"command": "uvx",
"args": [
"embeddedci-mcp"
],
"env": {
"BENCHPOD_CONNECTION": "your-value",
"BENCHPOD_LA_VOLTAGE": "your-value",
"BENCHPOD_API_KEY": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add embeddedci --env BENCHPOD_CONNECTION=your-value --env BENCHPOD_LA_VOLTAGE=your-value --env BENCHPOD_API_KEY=your-value -- uvx embeddedci-mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"embeddedci": {
"command": "uvx",
"args": [
"embeddedci-mcp"
],
"env": {
"BENCHPOD_CONNECTION": "your-value",
"BENCHPOD_LA_VOLTAGE": "your-value",
"BENCHPOD_API_KEY": "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": {
"embeddedci": {
"type": "stdio",
"command": "uvx",
"args": [
"embeddedci-mcp"
],
"env": {
"BENCHPOD_CONNECTION": "your-value",
"BENCHPOD_LA_VOLTAGE": "your-value",
"BENCHPOD_API_KEY": "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.
BENCHPOD_CONNECTION envBENCHPOD_LA_VOLTAGE 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 6일 점검
레지스트리 이름이 GitHub 계정 embeddedci-com 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.
입력해야 할 값: BENCHPOD_API_KEY
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(2.13.8)은 3일 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, HotCodePush
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.
Manage over-the-air (OTA) updates for React Native, Expo, Capacitor and Cordova apps.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
An MCP server that lets an AI agent drive an EmbeddedCI BenchPod — a hardware-in-the-loop tester wired to a real board. Ask Claude (or any MCP client) to flash a build, power-cycle the target, watch its UART, pretend to be the sensor it expects, probe its I2C/CAN traffic or drive and measure analog signals, and the pod does it.
It is a thin layer over the embeddedci SDK: every tool maps to SDK calls, so anything an agent discovers interactively can become a pytest test.
uvx), or pip.usb reaches the full API over the pod's USB network adapter (unless Wi-Fi is configured on the pod, which turns USB networking off); status then reports kind usb_net. A serial device path, or usb on older firmware, is the USB console: status, LA voltage and power only, since the STM32 pod's console has no JSON mode. With several pods plugged into one computer, usb errors and lists them by name; pick one with usb: (for example usb:benchpod-baea06).flash: OpenOCD with the cmsis_dap_tcp backend (newer than 0.12.0 — e.g. brew install --HEAD open-ocd, or the xPack build) on the machine running the server. The firmware file is read from that machine too. Flashing a build uploaded to embeddedci.com (build/repo/ref) over a cloud connection needs neither: embeddedci.com runs OpenOCD.claude mcp add benchpod \
-e BENCHPOD_CONNECTION=192.168.1.213 -e BENCHPOD_LA_VOLTAGE=3.3 \ -- uvx embeddedci-mcp
BENCHPOD_LA_VOLTAGE is the board's I/O voltage, configured once here — use 1.8 for a 1V8 board. Without it the agent is told to call set_la_voltage before touching the LA bank.
Both variables are optional. connect picks the pod, first match wins:
connection argument;--connection;BENCHPOD_CONNECTION;benchpod-cli saved with benchpod set-connection (read-only, from ~/.config/benchpod-cli/config.json, or under $XDG_CONFIG_HOME);So the CLI, the SDK and the MCP server share one saved connection. With none of the first four, connect looks for a BenchPod on the LAN over mDNS (like discover) and uses it when it finds exactly one. When it finds none or several, the error lists the pods it heard (name and address) and what to pass instead: host[:port], usb, or embeddedci: for a cloud pod (cloud_list_devices lists those). So claude mcp add benchpod -- uvx embeddedci-mcp is enough for a single pod on your network: just ask the agent to connect.
TLS. A network address uses TLS on port 8443 when the pod has it (firmware 3.9.3+) and pins the pod's certificate on first use, in the same known_pods.json as benchpod-cli; older pods stay on plaintext 8080. BENCHPOD_TLS=on|off and BENCHPOD_TLS_CA work as in the SDK. A changed certificate stops connect with both fingerprints: after a deliberate change, the user runs benchpod lan-tls trust. The lan_tls tool shows the certificate and switches HTTPS-only.
claude_desktop_config.json (Claude Desktop) or .cursor/mcp.json (Cursor):
{
"mcpServers": { "benchpod": { "command": "uvx", "args": ["embeddedci-mcp"], "env": { "BENCHPOD_CONNECTION": "192.168.1.213", "BENCHPOD_LA_VOLTAGE": "3.3" } } } }
The Codex CLI keeps its MCP servers in ~/.codex/config.toml. Add it with the CLI:
codex mcp add benchpod \
--env BENCHPOD_CONNECTION=192.168.1.213 --env BENCHPOD_LA_VOLTAGE=3.3 \ -- uvx embeddedci-mcp
…or write the entry yourself (codex mcp list shows what is configured):
# ~/.codex/config.toml
[mcp_servers.benchpod] command = "uvx" args = ["embeddedci-mcp"] env = { BENCHPOD_CONNECTION = "192.168.1.213", BENCHPOD_LA_VOLTAGE = "3.3" }
Use the device name and an API key — the cloud transport is included:
"env": {
"BENCHPOD_CONNECTION": "embeddedci:my-bench", "BENCHPOD_API_KEY": "eci_…", "BENCHPOD_LA_VOLTAGE": "3.3" }
Or skip the API key: after benchpod login, the server reuses that session (~/.config/benchpod-cli/token.json, refreshed and written back when it has expired) for cloud_list_devices, connect("embeddedci: ") and, on a LAN or USB connection, the pod's stored wiring profile. BENCHPOD_API_KEY wins when set, and inside GitHub Actions the SDK uses OIDC instead.
cloud_list_devices lists the pods on your account and which are online, without connecting to one; pass a result's connection to connect. The session token behind a cloud connection is renewed before it expires, so a long session keeps working.
A cloud pod is shared, so connect takes an exclusive lease (waiting up to --lease-wait seconds if another run holds it). The lease is released by disconnect, or after --idle-timeout seconds without a tool call — the next call reconnects transparently, so an idle chat never blocks CI on that pod.
| Flag | Environment | Default | |
|---|---|---|---|
--connection | BENCHPOD_CONNECTION | the CLI's saved connection, else mDNS | host[:port], serial device, usb, usb: , discover, saved, or embeddedci: ; unset = benchpod set-connection's saved one, else find the one pod on the LAN |
--la-voltage | BENCHPOD_LA_VOLTAGE | — | LA I/O voltage (1.8 or 3.3) applied on connect |
| — | BENCHPOD_API_KEY | — | cloud pods and the waveform library (without it, cloud tools use the benchpod login session) |
| — | BENCHPOD_API_BASE | https://www.embeddedci.com | another embeddedci server |
| — | BENCHPOD_WIRING | — | wiring profile file (.json/.toml) that wins over the stored profile |
| — | BENCHPOD_WIRING_SOURCE | auto | local never asks embeddedci.com for the pod's stored wiring profile |
--lease-wait | — | 30 | cloud: seconds to wait for a busy pod |
--idle-timeout | — | 600 | cloud: release the lease after this many idle seconds (0 = never) |
--timeout | — | 30 | per-command device timeout |
--transport | — | stdio | stdio or http |
--host / --port | — | 127.0.0.1 / 8000 | HTTP bind address |
--auth-token | EMBEDDEDCI_MCP_TOKEN | — | require Authorization: Bearer (mandatory off loopback) |
--allowed-host | — | — | Host header(s) to accept on a network bind (DNS-rebinding protection) |
--allow-unauthenticated | — | off | serve a network address without a token (isolated networks only) |
Run the server on the machine next to the pod, and point clients at it:
export EMBEDDEDCI_MCP_TOKEN=$(openssl rand -hex 32)
embeddedci-mcp --transport http --host 0.0.0.0 --connection 192.168.1.213 --la-voltage 3.3
claude mcp add --transport http benchpod http://bench-host:8000/mcp \
--header "Authorization: Bearer $EMBEDDEDCI_MCP_TOKEN"
The server drives real hardware, so it refuses a non-loopback bind without a token. It holds one pod connection shared by all HTTP clients, and serialises their tool calls.
Every tool, grouped as in the server. Parameters in bold are required; the others are optional and show their default when they have one (no default means "from the wiring profile", "keep the current setting" or "not used"). Units are volts, amps, seconds and hertz. LA channel arguments take a number (1-14) or a name from the wiring profile. Each tool's input schema carries the full description, ranges and enums, so an agent sees more than this table.
| Tool | Purpose | Parameters |
|---|---|---|
connect | Open a connection (closing any previous one) and report status, capabilities and where the wiring profile came from. Without a connection or a configured default (--connection, BENCHPOD_CONNECTION, the CLI's saved connection), finds the one pod on the LAN over mDNS. | connection, la_voltage, lease_wait=30 |
disconnect | Close UART/CAN sessions and the connection, releasing a cloud lease. | none |
status | Firmware, capabilities, LA voltage, open sessions and warnings (works when not connected). | none |
set_la_voltage | Select the LA I/O voltage to match the DUT (1.8 V needs a rev3 pod). | `voltage` |
| Tool | Purpose | Parameters |
|---|---|---|
cloud_list_devices | The pods on your embeddedci.com organization and whether each is online, without connecting. | none |
| Tool | Purpose | Parameters |
|---|---|---|
wiring | Which DUT signal is on which LA channel, plus the power rail, UART baud and SWD target. | none |
set_wiring | Replace the wiring profile for this connection, or store it on embeddedci.com. | `profile`, save=false |
| Tool | Purpose | Parameters |
|---|---|---|
power_on | Switch the target's power rail on (optionally scheduled pod-side). | efuse, delay |
power_off | Switch the target's power rail off. | efuse, delay |
power_status | Both target-power rails, internal 5 V (efuse 1) and external (efuse 2): on/off, tripped, bus voltage and current, and the pod's own draw. | none |
reset_target | Drive the DUT's reset line from the pod's reset pin. | action=pulse, pulse=0.1 |
| Tool | Purpose | Parameters |
|---|---|---|
measure_power | Sample supply current and voltage for a window: average, min, peak, energy and charge. | `duration`, efuse, rate_hz=500, points=0 |
power_profile_start | Start sampling the rail in the background while other tools run. | efuse, rate_hz=500, max_duration=60 |
power_profile_stop | Stop the running profile and return its statistics (and a trace). | points=0 |
| Tool | Purpose | Parameters |
|---|---|---|
flash | Program the DUT over SWD through the pod's CMSIS-DAP probe: a local file (OpenOCD runs next to the server), or a build uploaded to embeddedci.com (build id or latest, repo, ref; embeddedci.com runs OpenOCD on a cloud connection, LAN/USB downloads it). | swclk, swdio, target, file, nreset, load_address, target_power, verify=true, reset=true, connect_under_reset, extra_configs, extra_args, timeout=300, connect_attempts=5, build, repo, ref, artifact, server_side |
| Tool | Purpose | Parameters |
|---|---|---|
spi_flash_info | Read the JEDEC ID and size of the SPI NOR flash on the SPI pins. | sck, mosi, miso, cs, hz=1000000, mode=0 |
spi_flash_program | Erase, write and verify an image in the SPI NOR flash. | `file`, addr=0, erase=true, verify=true, hold_reset=false, sck, mosi, miso, cs, hz=6000000, mode=0 |
spi_flash_read | Read flash bytes to a file, or up to 4096 bytes as hex. | `addr`, `length`, file, sck, mosi, miso, cs, hz=6000000, mode=0 |
spi_transfer | One full-duplex SPI transaction with any device on the SPI pins. | `tx_hex`, sck, mosi, miso, cs, hz=1000000, mode=0 |
| Tool | Purpose | Parameters |
|---|---|---|
capture_uart | Record the DUT's UART for a window, or until a regex matches. | `duration`, rx, tx, baud, until_regex |
| power_cycle_and_capture | Power-cycle the target and capture UART across the boot. | rx, tx, efuse, delay=1, duration=4, baud, until_regex,
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요