World Monitor
Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 104 tools.
Drive a BenchPod hardware-in-the-loop bench: power, flash, UART, I2C, CAN, analog and logic.
Pick the AI app you use, then copy the settings.
Passed 3/3 checks · Runs on your computer
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude, with some setup first
You need a EmbeddedCI BenchPod key (create it on the maker’s site) · Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
One time only; it works for every server that needs Python (uv)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
SettingsDeveloperEdit Config
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Paste the key only into the app’s field, never into a chat or to anyone
Use EmbeddedCI BenchPod and tell me what you can do for me, then show me one thing✓ If Claude says it is using EmbeddedCI BenchPod or shows a EmbeddedCI BenchPod tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
ChatGPT cannot connect EmbeddedCI BenchPod yet
EmbeddedCI BenchPod runs on your computer, but ChatGPT can only connect servers that run on the web
A · Use an app that can connect EmbeddedCI BenchPod
B · Others in Other that work with ChatGPT
Picked from the most used in the same category, only ones that connect by address with no key
Works with Claude Code, with some setup first
You need a EmbeddedCI BenchPod key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
One time only; it works for every server that needs Python (uv)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
Mac: press Command+Space and type Terminal · Windows: open PowerShell
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Replace “your-value” with your key before pressing Enter
Paste the key only into the app’s field, never into a chat or to anyone
You should see EmbeddedCI BenchPod listed as connected
Use EmbeddedCI BenchPod and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using EmbeddedCI BenchPod or shows a EmbeddedCI BenchPod tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Cursor, with some setup first
You need a EmbeddedCI BenchPod key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
One time only; it works for every server that needs Python (uv)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
Checking the commands · copy buttons appear once they pass
In the EmbeddedCI BenchPod settings, BENCHPOD_CONNECTION, BENCHPOD_LA_VOLTAGE, BENCHPOD_API_KEY is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Use EmbeddedCI BenchPod and tell me what you can do for me, then show me one thing✓ If Cursor says it is using EmbeddedCI BenchPod or shows a EmbeddedCI BenchPod tool in the answer, you are connected
Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with VS Code, with some setup first
You need a EmbeddedCI BenchPod key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
One time only; it works for every server that needs Python (uv)
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
Checking the commands · copy buttons appear once they pass
In the EmbeddedCI BenchPod settings, BENCHPOD_CONNECTION, BENCHPOD_LA_VOLTAGE, BENCHPOD_API_KEY is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Use EmbeddedCI BenchPod and tell me what you can do for me, then show me one thing✓ If VS Code says it is using EmbeddedCI BenchPod or shows a EmbeddedCI BenchPod tool in the answer, you are connected
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Claude Code
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Claude Desktop (claude_desktop_config.json)
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Cursor (~/.cursor/mcp.json)
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VS Code (mcp.json)
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BENCHPOD_CONNECTION envBENCHPOD_LA_VOLTAGE envBENCHPOD_API_KEY secret envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
pypi: embeddedci-mcpBased on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Run on your computer in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 13, 2026
The registry name was verified with the GitHub account embeddedci-com, which owns the repo
Code last changed today
Uses Apache-2.0
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Ask, share a tip or report that it does not work. Sorted by what people marked helpful.
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Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 3 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: BENCHPOD_API_KEY
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed today, and the latest version (2.13.10) reached the registry today.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: World Monitor, Claude Flow, Windmill
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 104 tools.
AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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,