MCP Servers

O

openroad-mcp

The-OpenROAD-Project

The OpenROAD MCP server - interactive EDA sessions via Model Context Protocol

H

Hyades

apology-is-policy

Render LaTeX math as pure Unicode text art for terminals, code comments, and emails

A

agrobr

bruno-portfolio

Brazilian agricultural data for LLMs: prices, crops, climate, deforestation

F

fulltext-article-downloader

computron

Full text of research papers by DOI, arXiv, PMC or OpenReview id, verified against the record

D

dannet

kuhumcst

DanNet: Danish WordNet with rich lexical relationships and SPARQL access

Z

Zotero MCP Server

swairshah

MCP server to expose local Zotero repository to MCP clients

B

brightspace-d2l-mcp

AnonymousOnyx22

Brightspace MCP server for D2L: what's due and submitted, grades, exams, what's new, course files

E

EduBase

EduBase

EduBase MCP server

S

Solidity Compiler IDE

nirholas

Browser Solidity compiler IDE - smart contract development, testing, deploy

P

Pdb Mcp Server

Augmented-Nature

A Model Context Protocol (MCP) server that provides access to the Protein Data Bank (PDB) - the worldwide repository of information about the 3D structures of proteins, nucleic acids, and complex assemblies.

S

Signs of AI Writing

peopleworks

AI-writing detection (EN/ES) that shows the evidence: named tells, hidden characters, citations

P

PubMed Search

u9401066

Multi-source biomedical literature search: PubMed, Europe PMC, OpenAlex, full text, citations

M

Multisim MCP

yxy050208

Generate Multisim circuits, run simulations, export data, and create experiment reports

B

blender-optics-simulator

emircbngl

Build, align and render a real optical bench in Blender; drivable by an AI agent over MCP

M

moodle-mcp

G36maid

Moodle LMS for LLM agents — courses, assignments, files, submissions in one static binary.

N

NetLogo MCP

Razee4315

The first MCP server for NetLogo, the most widely used agent-based modeling platform. Lets AI assistants create models with real interface widgets, run simulations and BehaviorSpace parameter sweeps, export world views as PNG, and safely run peer-reviewed models from the CoMSES Network

B

BioRxiv MCP Server

JackKuo666

Enable AI assistants to search and access bioRxiv papers through a simple MCP interface.

🪐

🪐 ✨ Earthdata MCP Server

datalayer

Earthdata MCP Server

M

mcp-paperswithcode

hbg

An unofficial MCP interface to interact with the PapersWithCode API.

M

medRxiv MCP Server

JackKuo666

Enable AI assistants to search and access bioRxiv papers through a simple MCP interface.

K

korean-secondary-learning-map-mcp

raphysicst-create

Learning graph MCP server for Korea's 2022 revised secondary curriculum (714 middle school and 3,124 high school achievement standards, original texts included, middle-to-high transfer)

C

ChemDraw MCP (unofficial)

jurimaxam-dotcom

Molecule names or SMILES to 2D structures, reactions, mechanisms, spectra - offline via RDKit

S

Source Library

Embassy-of-the-Free-Mind

Search 15K rare pre-modern texts translated to English: philosophy, religion, science, literature

G

GB Studio MCP Server

eoinjordan

Create and modify GB Studio projects with MCP tools for scenes, actors, assets, and validation

G

Gmx_vmd

egtai

MCP service for GROMACS and VMD molecular dynamics simulations and visualization

M

Mathematica MCP Server

texra-ai

No description yet

R

Rowan Mcp: A Server For Running Complex Computational Chemistry Tasks

k-yenko

This project wraps an MCP around Rowan's tools, making it easy for users to submit complex chemistry and biology calculations in natural everyday language.

A

Alicat Mass Flow & Pressure Controller

K-Dense-AI

MCP server for Alicat mass flow and pressure meters and controllers

A

ASTM LIS Analyzer Receiver

K-Dense-AI

MCP server that receives results from clinical and lab analyzers over ASTM E1381/E1394 (CLSI LIS1/LIS2)

A

Atlas Scientific EZO Sensors

K-Dense-AI

MCP server for Atlas Scientific EZO sensor circuits over UART (pH, ORP, DO, EC, RTD, HUM, CO2, PRS)

B

Bench DC Power Supply

K-Dense-AI

MCP server for programmable DC bench power supplies from Rigol, Siglent and Aim-TTi

B

Bluetooth LE Health Sensors

K-Dense-AI

MCP server for Bluetooth LE health sensors (standard GATT profiles)

B

BrainFlow Biosensing Boards

K-Dense-AI

MCP server for EEG, EMG, ECG and PPG boards via BrainFlow (OpenBCI, Muse, Neurosity, Unicorn, BrainBit)

T

Tecan Cavro Syringe Pump

K-Dense-AI

MCP server for Tecan Cavro syringe pumps (XLP 6000, XMP 6000, XCalibur) over the DT protocol

E

EPICS Channel Access

K-Dense-AI

MCP server for EPICS Channel Access: read, monitor and guarded writes of process variables

I

IKA Hotplate & Overhead Stirrer

K-Dense-AI

MCP server for IKA hotplate stirrers and overhead stirrers (NAMUR commands)

J

JULABO Circulator

K-Dense-AI

MCP server for JULABO heating and refrigerated circulators (CORIO, MAGIO, DYNEO)

K

Keithley SourceMeter SMU

K-Dense-AI

MCP server for Keithley SourceMeter SMUs (2400 series SCPI, 2450 family SCPI, 2600B TSP)

L

LabJack T-series DAQ

K-Dense-AI

MCP server for LabJack T4, T7/T7-Pro and T8 DAQ devices (LJM)

L

Lake Shore Temperature Controller

K-Dense-AI

MCP server for Lake Shore Cryotronics 335/336/350 temperature controllers

M

Mettler Toledo Balance

K-Dense-AI

MCP server for Mettler Toledo laboratory balances (MT-SICS): weigh, tare, zero, log drift and adjust

M

Micro-Manager Microscope

K-Dense-AI

MCP server for microscopes controlled by Micro-Manager (pymmcore-plus)

M

Modbus TCP/RTU Device

K-Dense-AI

MCP server for Modbus TCP/RTU devices with typed, scaled register maps and per-point limits

M

Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion)

K-Dense-AI

MCP server for LC-MS data in mzML/mzMLb and Bruker timsTOF files; vendor formats via msconvert

L

LC-MS Worklist Builder

K-Dense-AI

MCP server that builds and validates LC-MS worklists for MassLynx, SCIEX OS, MassHunter and Xcalibur

N

New Era Syringe Pump

K-Dense-AI

MCP server for New Era Pump Systems syringe pumps (NE-1000 family, RS-232)

N

NI-DAQmx DAQ Devices

K-Dense-AI

MCP server for National Instruments DAQ devices (NI-DAQmx)

O

Ocean Insight Spectrometer

K-Dense-AI

MCP server for Ocean Insight and Ocean Optics spectrometers (python-seabreeze)

O

Opentrons OT-2 / Flex

K-Dense-AI

MCP server for Opentrons OT-2 and Flex liquid-handling robots (HTTP API)

P

PalmSens Potentiostat

K-Dense-AI

MCP server for PalmSens potentiostats running MethodSCRIPT (EmStat Pico, EmStat4, Sensit, Nexus)

P

Pfeiffer Vacuum Gauge Controller

K-Dense-AI

MCP server for Pfeiffer Vacuum TPG 361/362/366 and TPG 261/262 gauge controllers

R

Rigol Oscilloscope

K-Dense-AI

MCP server for Rigol oscilloscopes (DS1000Z, MSO5000, DHO series): measurements and waveforms

S

Sartorius Balance

K-Dense-AI

MCP server for Sartorius laboratory balances (SBI protocol)

G

Generic SCPI Instrument

K-Dense-AI

Generic MCP server for any SCPI instrument over VISA, TCP or serial, with command allow/deny lists

S

SiLA 2 Bridge

K-Dense-AI

MCP bridge to any SiLA 2 server (lab-automation standard)

S

SRS Lock-in Amplifier

K-Dense-AI

MCP server for Stanford Research Systems lock-in amplifiers (SR810/SR830, SR860/SR865A)

S

SRS Residual Gas Analyzer

K-Dense-AI

MCP server for SRS RGA100/200/300 residual gas analyzers

T

Thermo Orbitrap (Instrument API)

K-Dense-AI

MCP server adapter for Thermo Fisher Orbitrap mass spectrometers via the licensed Instrument API

T

Thorlabs Optical Power Meter

K-Dense-AI

MCP server for Thorlabs optical power meters (PM100 family, PM400, PM101, PM5020) over SCPI

M

Medical Mcps

pascalwhoop

A collection of MCP tools for AI agents to interact with major biomedical databases