MCP Servers
Model Context Protocol servers that give AI agents access to tools and data — sourced from the official MCP registry and ranked by GitHub stars.
AI-controlled Alicat mass flow and pressure meters/controllers via MCP for laboratory automation.
Receive clinical lab analyzer results over ASTM E1381/E1394 LIS protocols with AI-driven querying and safety.
Control Atlas Scientific EZO sensor circuits (pH, ORP, DO, EC, RTD, HUM, CO2, PRS) over UART from Claude or Cursor.
Bench DC Power Supply
Control Rigol, Siglent and Aim-TTi DC bench power supplies via AI with safety limits and practice mode.
Connect Bluetooth LE health sensors to Claude for heart rate, SpO2, blood pressure, temperature and weight monitoring.
AI-controlled EEG/EMG/ECG/PPG biosensing boards via BrainFlow for research and monitoring.
Tecan Cavro Syringe Pump
Control Tecan Cavro syringe pumps (XLP 6000, XMP 6000, XCalibur) via AI with precise microlitre dispensing and valve switching.
EPICS Channel Access
Read, monitor, and safely control EPICS process variables from Claude and other AI assistants.
Let AI assistants control IKA hotplate stirrers and overhead stirrers via NAMUR commands.
JULABO Circulator
AI-controlled JULABO heating and refrigerated circulators for automated temperature management in the lab.
Keithley SourceMeter SMU
Operate Keithley SourceMeter SMUs via AI: configure sources, measure V/I, run IV sweeps with CSV export.
LabJack T-series DAQ
Control LabJack T4, T7, and T8 DAQ devices via AI with safety limits and practice mode.
AI-controlled Lake Shore temperature controllers (335/336/350) for cryogenic and thermal experiments.
Mettler Toledo Balance
AI-controlled Mettler Toledo laboratory balance: weigh, tare, zero, and log drift via MCP.
Micro-Manager Microscope
AI-controlled microscopy with Micro-Manager: snap images, z-stacks, time-lapses, and stage movement.
Modbus TCP/RTU Device
AI-controlled Modbus TCP/RTU devices with typed register maps and safety limits for lab automation.
Read and analyze LC-MS data from mzML, Bruker TDF, and vendor formats with AI-powered QC and conversion.
LC-MS Worklist Builder
Build and validate LC-MS sample worklists for MassLynx, SCIEX OS, MassHunter, and Xcalibur without starting runs.
New Era Syringe Pump
Control New Era syringe pumps (NE-1000 family) via RS-232 from Claude and other AI assistants.
NI-DAQmx DAQ Devices
AI-controlled National Instruments DAQ devices for automated data acquisition and instrument control in the lab.
Control Ocean Insight spectrometers via AI—acquire spectra, measure absorbance, and log data hands-free.
Opentrons OT-2 / Flex
AI-controlled liquid handling for Opentrons OT-2 and Flex robots via HTTP API.
PalmSens Potentiostat
Run PalmSens potentiostats via AI—cyclic voltammetry, chronoamperometry, and MethodSCRIPT without coding.
Control Pfeiffer Vacuum TPG 361/362/366 and TPG 261/262 gauge controllers via AI.
Rigol Oscilloscope
AI-controlled Rigol oscilloscopes: automated measurements, waveform capture, and data logging.
Sartorius Balance
AI-controlled Sartorius laboratory balances via MCP—weigh, tare, log drift, and adjust remotely.
Generic SCPI Instrument
AI-powered control for lab instruments over VISA, TCP, or serial with safety limits and practice mode.
SiLA 2 Bridge
MCP bridge to any SiLA 2 server for lab-automation standard instruments.
SRS Lock-in Amplifier
AI-controlled Stanford Research Systems lock-in amplifiers (SR810/SR830/SR860/SR865A) for measurement automation.
AI-controlled residual gas analyzer for vacuum systems and mass spectrometry applications.