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Most reliable hardware AI agent tools

As of the latest check, Glimind tracks 98 hardware AI agent (MCP) tools, of which 3 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
compare_hardware
io.github.TheBaronofAI/vetted-consumer
healthySide-by-side memory, bandwidth, price, and (with a model) fit + tok/s for 2 to 4 machines.alternatives
recommend_hardware
io.github.TheBaronofAI/vetted-consumer
healthyRanked list of catalogued, buyable machines that run a model at the requested context, cheapest first, with an optional budget cap.alternatives
cheapest_hardware_for_model
io.github.TheBaronofAI/vetted-consumer
healthyThe cheapest catalogued, buyable machine that runs a given model at Q4 with the requested context.alternatives
get_ring_configuration
oura-mcp
unknownRing model, color, size, firmware versionalternatives
get_audio_devices
noackjona-hash/system-media-control-mcp
unknownLists available system output and input audio hardware controllers.alternatives
capture_and_analyze_i2c_native
modelclixxo/dsview-mcp
unknownEnd-to-end capture and analyze workflow for I2C that persists artifacts automatically.alternatives
capture_and_analyze_spi_native
modelclixxo/dsview-mcp
unknownEnd-to-end capture and analyze workflow for SPI that persists artifacts automatically.alternatives
capture_and_analyze_uart_native
modelclixxo/dsview-mcp
unknownEnd-to-end capture and analyze workflow for UART that persists artifacts automatically.alternatives
turn_off_led
hemantkamalakar/Nordic Thingy:52 MCP Server
unknownDisable LEDalternatives
crosspad_devices
io.github.CrossPad/crosspad-mcp
unknownList USB serial devices and flag CrossPads.alternatives
list_devices
io.github.KenosInc/dwf-mcp-server
unknownList all connected Digilent WaveForms devicesalternatives
list_ports
io.github.qarnet/serial-mcp
unknownList available serial ports with profile matches.alternatives
list_ports
zhang-firmware/UART MCP Server
unknownEnumerate available Windows COM ports.alternatives
open_port
zhang-firmware/UART MCP Server
unknownOpen a serial port with specified baud rate.alternatives
close_port
zhang-firmware/UART MCP Server
unknownClose the currently open serial port.alternatives
detect_hardware
akshatnerella/Arduino MCP Server
unknownDetect connected boards and ports.alternatives
flash_erase
Embedded Debugger (probe-rs)
unknownErase flash when erase permissions are enabled.alternatives
find_adc_pins
io.github.wedsamuel1230/electronic-mcp-server
unknownADC channel mappingalternatives
find_spi_pins
io.github.wedsamuel1230/electronic-mcp-server
unknownSPI bus pinsalternatives
generate_pin_diagram_ascii
io.github.wedsamuel1230/electronic-mcp-server
unknownVisual pinout diagramsalternatives
disk_details
profanter-dev/truenas-mcp
unknownSingle disk: serial, size, temperature, full SMART history, vdev assignment, ZFS errorsalternatives
power_supply
io.github.KenosInc/dwf-mcp-server
unknownControl the programmable power supply (V+ / V-)alternatives
device_state
io.github.KenosInc/dwf-mcp-server
unknownReport per-sub-instrument running/idle status (AWG, scope, LA, power supply)alternatives
set_led_color
hemantkamalakar/Nordic Thingy:52 MCP Server
unknownSolid color LEDalternatives
get_gpu_info
noackjona-hash/system-media-control-mcp
unknownGPU graphics card details, driver versions, and VRAM memory.alternatives
list_displays
io.github.ochtum/capture-screen
unknownGet connected display information.alternatives
detach_servo
STEPHANIE3004/mcp-esieabot
unknownDésarme le servomoteur (coupe le signal PWM)alternatives
c64_drive
io.github.chrisgleissner/c64bridge
unknownControl disk drive operations.alternatives
detect_hardware
io.github.akshatnerella/arduino-mcp-server
unknownDetect connected boards and infer FQBNsalternatives
list_connected_boards
io.github.akshatnerella/arduino-mcp-server
unknownList all connected Arduino boardsalternatives
list_serial_ports
io.github.akshatnerella/arduino-mcp-server
unknownList available serial portsalternatives
list_supported_devices
pymcuprog-mcp
unknownAll device names pymcuprog knows (no hardware needed)alternatives
dbgprobe.svd.update_fields
io.github.es617/dbgprobe-mcp-server
unknownUpdate multiple fields in a peripheral registeralternatives
list_connected_tools
pymcuprog-mcp
unknownUSB HID debuggers currently attachedalternatives
ping
pymcuprog-mcp
unknownRead device ID bytes to verify connectivityalternatives
erase
pymcuprog-mcp
unknownChip erase or erase a specific memory areaalternatives
flash
pymcuprog-mcp
unknownErase + write + verify + release in one call (recommended)alternatives
watchface_get_brightness
io.github.DivoomDevelop/mcp-divoom-lan
unknownGet device brightness.alternatives
usbtmc_list_devices
usbtmc-lite-mcp
unknownScan the USB bus for available USBTMC instruments.alternatives
usbtmc_disconnect
usbtmc-lite-mcp
unknownClose the connection to a device.alternatives
usbtmc_unlock_keysight_devices
usbtmc-lite-mcp
unknownSwitch Keysight modular instruments to USBTMC mode.alternatives
read_registers
beebjit-mcp
unknownRead 6502 CPU register state.alternatives
serial_list
JannLeo/telinksdk-builder-mcp
unknown列出本机可用串口(Windows COMx / Linux/macOS /dev/tty*)。需 pyserial。alternatives
serial_capture
JannLeo/telinksdk-builder-mcp
unknown抓取串口输出(默认 5 秒/200 行),用于烧录后验证固件行为。端口/波特率默认取 builder.json 的 serial 段;留空自动选第一个串口。需 pyserial。alternatives
flash_run
JannLeo/telinksdk-builder-mcp
unknown调用 Telink bdt.exe 烧录/读写/复位芯片(wf 烧录、rf 读 flash、rst 复位等)。芯片名默认取 flash.default_chip;wf 不指定 input_file 时自动取 build_variants 下最新 .bin 产物,实现编译→烧录闭环alternatives
enable_i2c_sensor
embeddedci-mcp
unknownEnable the I2C sensor emulationalternatives
set_i2c_sensor
embeddedci-mcp
unknownSet I2C sensor valuesalternatives
disable_i2c_sensor
embeddedci-mcp
unknownDisable the I2C sensor emulationalternatives
signal_generate
embeddedci-mcp
unknownGenerate a signal on a pinalternatives
measure
embeddedci-mcp
unknownTake a measurementalternatives
usb_list
Chaiyuhao/WinCommander
unknown列出 USB 设备alternatives
usb_detailed
Chaiyuhao/WinCommander
unknownUSB 详细信息alternatives
get_halo_status
Seraph310/Halo PixelBar MCP
unknownCheck whether Celia's Halo PixelBar HID control interface is connected.alternatives
get_halo_volume
Seraph310/Halo PixelBar MCP
unknownRead the PixelBar speaker's hardware volume, independent of Windows volume.alternatives
show_halo_text
Seraph310/Halo PixelBar MCP
unknownShow a short UTF-8 message on the PixelBar using a whitelisted layout.alternatives
set_halo_scene
Seraph310/Halo PixelBar MCP
unknownSwitch the PixelBar screen to one of its nine built-in scenes.alternatives
set_halo_screen_color
Seraph310/Halo PixelBar MCP
unknownSet the pixel-screen theme color.alternatives
set_halo_ambient
Seraph310/Halo PixelBar MCP
unknownSet light effect, RGB color, brightness, and speed.alternatives
set_halo_ambient_power
Seraph310/Halo PixelBar MCP
unknownSwitch only the ambient light on or off.alternatives
sdr_connect
N-Erickson/AetherLink-SDR-MCP
unknownConnect to RTL-SDR or HackRFalternatives
list_peripheral_registers
io.github.microhenrio/openocd-mcp
unknownList all registers of a peripheral from the SVD.alternatives
c64_printer
io.github.chrisgleissner/c64bridge
unknownControl the C64 printer.alternatives
get_svd_peripherals
jlink-mcp
unknownGet peripherals for a device from SVDalternatives
get_svd_registers
jlink-mcp
unknownGet registers for a peripheral from SVDalternatives
read_register_with_fields
jlink-mcp
unknownRead register with field parsing from SVDalternatives
find_pwm_pins
io.github.wedsamuel1230/electronic-mcp-server
unknownPWM-capable pin discoveryalternatives
usbtmc_list_connected_devices
usbtmc-lite-mcp
unknownList all currently active device connections.alternatives
usbtmc_connect
usbtmc-lite-mcp
unknownEstablish a connection to a specific device (returns a device_id).alternatives
snapshot
tunmhub/dsvlab-mcp
unknown全电路所有引脚快照alternatives
cubemx_export_pinout
vscode-cube-mcp
unknown导出引脚配置 CSV(只读)alternatives
usbtmc_query
usbtmc-lite-mcp
unknownSend a SCPI query and receive the response.alternatives
usbtmc_send
usbtmc-lite-mcp
unknownSend a SCPI command.alternatives
usbtmc_screenshot_tektronix_display
usbtmc-lite-mcp
unknownCapture a screenshot from a Tektronix oscilloscope.alternatives
usbtmc_receive
usbtmc-lite-mcp
unknownManually read the response from a device.alternatives
usbtmc_clear
usbtmc-lite-mcp
unknownClear device buffers and reset communication state.alternatives
usbtmc_screenshot_keysight_display
usbtmc-lite-mcp
unknownCapture a screenshot from a Keysight/Agilent oscilloscope.alternatives
list_keyboards
xialugui/dumang-mcp
unknown枚举已连接的 DK6 HID 设备alternatives
connect_keyboards
xialugui/dumang-mcp
unknown连接所有发现的键盘alternatives
list_connected_keyboards
xialugui/dumang-mcp
unknown列出已连接的键盘alternatives
disconnect_keyboard
xialugui/dumang-mcp
unknown断开指定键盘alternatives
connect
carrot-mcp-nfc
unknownConnect to NFC readeralternatives
list_serial_ports
io.github.starlordz12/inav-mcp
unknownList available serial ports.alternatives
find_fc
io.github.starlordz12/inav-mcp
unknownAuto-detect which port has an FC by probing for MSP identity — no guessing the port.alternatives
set_key_color
xialugui/dumang-mcp
unknown设置指定键位 LED 颜色alternatives
set_all_keys_color
xialugui/dumang-mcp
unknown设置所有键位为同一颜色alternatives
DisplaySetColor
fabienhamot/LED Display Server
unknownSets the LED display coloralternatives
DisplayClear
fabienhamot/LED Display Server
unknownClears the LED displayalternatives
DisplayGetStatus
fabienhamot/LED Display Server
unknownGets the last known status and last_seen_at of a devicealternatives
hardware_control
foursecondfivefour/AETHER_02
unknownControl GPU, PCI, USB authorization, ACPI, cpufreq, thermal, IOMMU, and kdump.alternatives
upload_and_wait_ready
akshatnerella/Arduino MCP Server
unknownUpload a sketch and wait for serial output indicating readiness.alternatives
read_serial_snapshot
akshatnerella/Arduino MCP Server
unknownRead current serial output snapshot.alternatives
serial_open_session
akshatnerella/Arduino MCP Server
unknownOpen a serial session.alternatives
serial_list_sessions
akshatnerella/Arduino MCP Server
unknownList active serial sessions.alternatives
serial_read
akshatnerella/Arduino MCP Server
unknownRead data from an open serial session.alternatives
serial_expect
akshatnerella/Arduino MCP Server
unknownWait for expected text in serial output.alternatives
serial_write
akshatnerella/Arduino MCP Server
unknownWrite data to an open serial session.alternatives
write_register
jlink-mcp
unknownWrite to a CPU registeralternatives
get_accelerator_costs
io.github.SiliconAnalysts/silicon-analysts
downReturns 13 specific AI accelerators (H100/H200/B100/B200/GB200, MI300X/MI355X, Gaudi 3, TPU v5p, Trainium 2, Maia 100, MTIA v2) with structualternatives

FAQ

What are the most reliable hardware MCP tools right now?

As of the latest check, Glimind tracks 98 hardware AI agent (MCP) tools, of which 3 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank hardware tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a hardware tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.